{"as_of":"2026-08-16T19:39:00Z","caps":{"database_statements":6,"inbound":100,"outbound":100},"context_digest":"sha256:1995615cc882a1064c413703a9c49dfea5930b986049f03c6e9b7e2f30a4e5d5","coverage":[{"denominator":63,"lane":"reference_resolution","note":"Typed states for the displayed outbound observations.","records_observed":63,"source":"paper_references, paper_reference_links","source_observed_at":"2026-08-07T12:53:00.440050Z","state":"measured"},{"denominator":63,"lane":"standing_notices","note":"One-hop event checks from named stored sources.","records_observed":63,"source":"scholarly_work_events, retraction_status_cache","source_observed_at":"2026-08-16T06:30:59.297886+00:00","state":"measured"},{"denominator":0,"lane":"inbound_itemization","note":"Pith citing papers itemized under the disclosed page cap.","records_observed":0,"source":"paper_references, paper_reference_links","source_observed_at":null,"state":"measured"},{"denominator":1,"lane":"external_citation_measurements","note":"A source-named dated measurement, never combined with another source.","records_observed":0,"source":"cited_works","source_observed_at":null,"state":"measured"}],"external_citation_measurements":[],"inbound":[],"links":{"evidence":"/evidence","html":"/paper/2505.23347/citation-record","integrity":"/paper/2505.23347/integrity","json":"/paper/2505.23347/citation-record.json","paper":"/paper/2505.23347"},"outbound":[{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T12:53:12.457418Z","title":"Live streaming statistics 2023: Facts about live streaming in the u.s","venue":null,"work_id":"371920ac-d16c-4571-8f20-35a879a4eed1","year":2023},"citing_paper":{"arxiv_id":"2505.23347","last_updated":"2025-05-29T11:11:20Z","snapshot_observed_at":"2026-08-15T15:57:20.727834Z","submitted_at":"2025-05-29T11:11:20Z","title":"Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms","version":1},"reference_index":1,"source":"pdf_text","source_observed_at":"2026-08-07T12:52:52.881568Z"},"links":{"citing_paper":"/paper/2505.23347"},"observation_digest":"sha256:bc4809a9454287ca985c146252ee8ae8e87e220db548710f38f520f8a0083325","observation_id":"6f881f48-4828-42ab-87f0-c5a4d972cb2c","resolution":{"observed_at":"2026-08-07T12:53:12.599216Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-16T06:30:59.297886+00:00","source":"crossref"},{"observed_at":"2026-08-16T06:30:54.164669+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T12:53:12.161306Z","title":"Ugc vs aigc- an in-depth analysis,","venue":null,"work_id":"cb599545-31d8-4001-a1ac-fcdc4ab3261f","year":2023},"citing_paper":{"arxiv_id":"2505.23347","last_updated":"2025-05-29T11:11:20Z","snapshot_observed_at":"2026-08-15T15:57:20.727834Z","submitted_at":"2025-05-29T11:11:20Z","title":"Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms","version":1},"reference_index":2,"source":"pdf_text","source_observed_at":"2026-08-07T12:52:53.017591Z"},"links":{"citing_paper":"/paper/2505.23347"},"observation_digest":"sha256:6abc4c7fe6f2322b051daf60199387dff8f8fad44ea3e4c0f156641851857c07","observation_id":"eb283ec4-0e63-4c6c-b220-532de0b56aa3","resolution":{"observed_at":"2026-08-07T12:53:12.278538Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-16T06:30:59.297886+00:00","source":"crossref"},{"observed_at":"2026-08-16T06:30:54.164669+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T12:53:11.905850Z","title":"User mapping strategy in multi-cdn streaming: A data-driven approach,","venue":null,"work_id":"5366258c-354c-4dff-8872-a335b031ff48","year":2021},"citing_paper":{"arxiv_id":"2505.23347","last_updated":"2025-05-29T11:11:20Z","snapshot_observed_at":"2026-08-15T15:57:20.727834Z","submitted_at":"2025-05-29T11:11:20Z","title":"Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms","version":1},"reference_index":3,"source":"pdf_text","source_observed_at":"2026-08-07T12:52:53.118338Z"},"links":{"citing_paper":"/paper/2505.23347"},"observation_digest":"sha256:ce2ed5a9133c7b18035c39d5a65e107f5e8bc61c3f243f997e34ce94306a04f5","observation_id":"baea0efc-92a5-462c-9065-488c9272d9aa","resolution":{"observed_at":"2026-08-07T12:53:12.019713Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-16T06:30:59.297886+00:00","source":"crossref"},{"observed_at":"2026-08-16T06:30:54.164669+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T12:53:11.622101Z","title":"On Uploading Behavior and Optimizations of a Mobile Live Streaming Service,","venue":null,"work_id":"31130e93-f71f-4d7a-ab84-2808a0a6313b","year":2022},"citing_paper":{"arxiv_id":"2505.23347","last_updated":"2025-05-29T11:11:20Z","snapshot_observed_at":"2026-08-15T15:57:20.727834Z","submitted_at":"2025-05-29T11:11:20Z","title":"Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms","version":1},"reference_index":4,"source":"pdf_text","source_observed_at":"2026-08-07T12:52:53.182924Z"},"links":{"citing_paper":"/paper/2505.23347"},"observation_digest":"sha256:178fc6cd63583ef08c6ec48f971725be5663c64b8d77dd1d33f92c8c485c96b8","observation_id":"d2e36b09-cc53-46eb-8858-9167eeda4ca8","resolution":{"observed_at":"2026-08-07T12:53:11.777210Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-16T06:30:59.297886+00:00","source":"crossref"},{"observed_at":"2026-08-16T06:30:54.164669+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T12:53:11.374944Z","title":"Look Ahead at the First-mile in Livecast with Crowdsourced Highlight Prediction,","venue":null,"work_id":"7710f2c7-2241-4d3f-b5f2-6eaa44dc9155","year":2020},"citing_paper":{"arxiv_id":"2505.23347","last_updated":"2025-05-29T11:11:20Z","snapshot_observed_at":"2026-08-15T15:57:20.727834Z","submitted_at":"2025-05-29T11:11:20Z","title":"Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms","version":1},"reference_index":5,"source":"pdf_text","source_observed_at":"2026-08-07T12:52:53.308607Z"},"links":{"citing_paper":"/paper/2505.23347"},"observation_digest":"sha256:ec136e78b89d911d20994f10468d7af852244173e000c879ad4dedeadedea227","observation_id":"c5ddd827-0089-4d3c-a749-0d139bb2dcb5","resolution":{"observed_at":"2026-08-07T12:53:11.481425Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-16T06:30:59.297886+00:00","source":"crossref"},{"observed_at":"2026-08-16T06:30:54.164669+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T12:53:11.218111Z","title":"QoE-Aware Resource Allocation for Crowdsourced Live Streaming: A Machine Learning Approach,","venue":null,"work_id":"532a4ad4-47e6-4197-bd60-6022deeed014","year":2019},"citing_paper":{"arxiv_id":"2505.23347","last_updated":"2025-05-29T11:11:20Z","snapshot_observed_at":"2026-08-15T15:57:20.727834Z","submitted_at":"2025-05-29T11:11:20Z","title":"Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms","version":1},"reference_index":6,"source":"pdf_text","source_observed_at":"2026-08-07T12:52:53.427749Z"},"links":{"citing_paper":"/paper/2505.23347"},"observation_digest":"sha256:5e0111cd9e18a0ea9ab7f12a24cd2740e8c30b17f627e668e7b3539df127bf4a","observation_id":"ad44b5cc-5f44-4d95-aa03-cb8889834838","resolution":{"observed_at":"2026-08-07T12:53:11.287326Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-16T06:30:59.297886+00:00","source":"crossref"},{"observed_at":"2026-08-16T06:30:54.164669+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T12:53:11.072395Z","title":"Proactive Video Push for Optimizing Bandwidth Consumption in Hybrid CDN-P2P V oD Systems,","venue":null,"work_id":"78b99308-5556-43e3-b9b8-03520ce06537","year":2018},"citing_paper":{"arxiv_id":"2505.23347","last_updated":"2025-05-29T11:11:20Z","snapshot_observed_at":"2026-08-15T15:57:20.727834Z","submitted_at":"2025-05-29T11:11:20Z","title":"Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms","version":1},"reference_index":7,"source":"pdf_text","source_observed_at":"2026-08-07T12:52:53.500544Z"},"links":{"citing_paper":"/paper/2505.23347"},"observation_digest":"sha256:abecfa5c4d9e5c8c643a76c7fb92397cc4bc61cc5cbd618cd5f7aab14f0d3f84","observation_id":"8d8a36e1-d12f-4af8-86ab-2af7bbf94516","resolution":{"observed_at":"2026-08-07T12:53:11.143571Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-16T06:30:59.297886+00:00","source":"crossref"},{"observed_at":"2026-08-16T06:30:54.164669+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T12:53:10.944417Z","title":"Aggcast: Practical cost-effective scheduling for large-scale cloud-edge crowdsourced live streaming,","venue":null,"work_id":"87be2c09-46bd-48bb-b609-abe52a5c2b61","year":2022},"citing_paper":{"arxiv_id":"2505.23347","last_updated":"2025-05-29T11:11:20Z","snapshot_observed_at":"2026-08-15T15:57:20.727834Z","submitted_at":"2025-05-29T11:11:20Z","title":"Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms","version":1},"reference_index":8,"source":"pdf_text","source_observed_at":"2026-08-07T12:52:53.588586Z"},"links":{"citing_paper":"/paper/2505.23347"},"observation_digest":"sha256:0c328fc737d1f82df0b60fb58c768d3c82454eae4cab527ca6e4919af4a53bc6","observation_id":"78bf0146-999c-494c-9af6-a08d6bc20a6f","resolution":{"observed_at":"2026-08-07T12:53:11.003597Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-16T06:30:59.297886+00:00","source":"crossref"},{"observed_at":"2026-08-16T06:30:54.164669+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T12:53:10.817360Z","title":"Cfa: A practical prediction system for video qoe optimization,","venue":null,"work_id":"15bc3b3a-f81b-48eb-aafa-d9d39c0c6363","year":2016},"citing_paper":{"arxiv_id":"2505.23347","last_updated":"2025-05-29T11:11:20Z","snapshot_observed_at":"2026-08-15T15:57:20.727834Z","submitted_at":"2025-05-29T11:11:20Z","title":"Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms","version":1},"reference_index":9,"source":"pdf_text","source_observed_at":"2026-08-07T12:52:53.719309Z"},"links":{"citing_paper":"/paper/2505.23347"},"observation_digest":"sha256:23d8465dcb48024481df5f3b46b6df8e87104e7450bd8a67a6d302a0c5623cb3","observation_id":"f9e57199-cee5-47b7-9681-fe75e80c8924","resolution":{"observed_at":"2026-08-07T12:53:10.882916Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-16T06:30:59.297886+00:00","source":"crossref"},{"observed_at":"2026-08-16T06:30:54.164669+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T12:53:10.652739Z","title":"Integration of broadcaster and telco access networks for real time/live events,","venue":null,"work_id":"594545d8-a565-4c83-95c1-0cd9991c5855","year":2020},"citing_paper":{"arxiv_id":"2505.23347","last_updated":"2025-05-29T11:11:20Z","snapshot_observed_at":"2026-08-15T15:57:20.727834Z","submitted_at":"2025-05-29T11:11:20Z","title":"Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms","version":1},"reference_index":10,"source":"pdf_text","source_observed_at":"2026-08-07T12:52:53.831061Z"},"links":{"citing_paper":"/paper/2505.23347"},"observation_digest":"sha256:c3bce41a0870cd21bce02017d505ef76a375fb7b9dd347d84fdb48395b8fa181","observation_id":"53bca7d9-6c65-4ac5-afdf-94cffaf6cda1","resolution":{"observed_at":"2026-08-07T12:53:10.713750Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-16T06:30:59.297886+00:00","source":"crossref"},{"observed_at":"2026-08-16T06:30:54.164669+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T12:53:10.514297Z","title":"Video caching, analytics, and delivery at the wireless edge: a survey and future directions,","venue":null,"work_id":"5cf89643-c729-48fc-bc64-6635615c91bd","year":2020},"citing_paper":{"arxiv_id":"2505.23347","last_updated":"2025-05-29T11:11:20Z","snapshot_observed_at":"2026-08-15T15:57:20.727834Z","submitted_at":"2025-05-29T11:11:20Z","title":"Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms","version":1},"reference_index":11,"source":"pdf_text","source_observed_at":"2026-08-07T12:52:53.940058Z"},"links":{"citing_paper":"/paper/2505.23347"},"observation_digest":"sha256:51effb88214c4c1e0fb56dca39557aa9d14fcfe4e0d811fa9dccf087841838df","observation_id":"ef61c543-af03-46ed-9406-aa1a1ac653a2","resolution":{"observed_at":"2026-08-07T12:53:10.575668Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-16T06:30:59.297886+00:00","source":"crossref"},{"observed_at":"2026-08-16T06:30:54.164669+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T12:53:10.363012Z","title":"A contemporary survey on live video streaming from a computation- driven perspective,","venue":null,"work_id":"5ec66107-18a1-4951-aab2-89d1b4463aee","year":2022},"citing_paper":{"arxiv_id":"2505.23347","last_updated":"2025-05-29T11:11:20Z","snapshot_observed_at":"2026-08-15T15:57:20.727834Z","submitted_at":"2025-05-29T11:11:20Z","title":"Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms","version":1},"reference_index":12,"source":"pdf_text","source_observed_at":"2026-08-07T12:52:54.021860Z"},"links":{"citing_paper":"/paper/2505.23347"},"observation_digest":"sha256:1623da29b2e4ff22769fd76fbf239fe33a39e166dbcd413c97b003855a40f127","observation_id":"94dd2b64-66d5-40b5-b7ad-d9182c0f7405","resolution":{"observed_at":"2026-08-07T12:53:10.435884Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-16T06:30:59.297886+00:00","source":"crossref"},{"observed_at":"2026-08-16T06:30:54.164669+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T12:53:10.198900Z","title":"Unreeling netflix: Understanding and improving multi-cdn movie delivery,","venue":null,"work_id":"5769ff30-42de-4765-bf4f-6514e0be33ce","year":2012},"citing_paper":{"arxiv_id":"2505.23347","last_updated":"2025-05-29T11:11:20Z","snapshot_observed_at":"2026-08-15T15:57:20.727834Z","submitted_at":"2025-05-29T11:11:20Z","title":"Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms","version":1},"reference_index":13,"source":"pdf_text","source_observed_at":"2026-08-07T12:52:54.189290Z"},"links":{"citing_paper":"/paper/2505.23347"},"observation_digest":"sha256:972ff8c46b15c7deb8060dd4e344615228dd808cf0a8c18476ad8aa123641aae","observation_id":"f234e037-8f0a-4405-8ed4-a1a6f450ccfe","resolution":{"observed_at":"2026-08-07T12:53:10.283658Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-16T06:30:59.297886+00:00","source":"crossref"},{"observed_at":"2026-08-16T06:30:54.164669+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T12:53:10.082971Z","title":"Enhancing the crowdsourced live streaming: A deep reinforcement learning approach,","venue":null,"work_id":"f3b5808a-f0e4-400b-8be8-84f93633c49a","year":2019},"citing_paper":{"arxiv_id":"2505.23347","last_updated":"2025-05-29T11:11:20Z","snapshot_observed_at":"2026-08-15T15:57:20.727834Z","submitted_at":"2025-05-29T11:11:20Z","title":"Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms","version":1},"reference_index":14,"source":"pdf_text","source_observed_at":"2026-08-07T12:52:54.283940Z"},"links":{"citing_paper":"/paper/2505.23347"},"observation_digest":"sha256:0124cf4131e1ff829e771ed99ba1b3db73e13054499aeb1b3c00d0e08b1c8cf0","observation_id":"d53be8e2-fcda-4375-b185-51bd692a1e69","resolution":{"observed_at":"2026-08-07T12:53:10.136532Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-16T06:30:59.297886+00:00","source":"crossref"},{"observed_at":"2026-08-16T06:30:54.164669+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T12:53:09.937172Z","title":"Resource management for infras- tructure as a service (iaas) in cloud computing: A survey,","venue":null,"work_id":"b13c3720-43fc-409e-a567-bb782a137721","year":2014},"citing_paper":{"arxiv_id":"2505.23347","last_updated":"2025-05-29T11:11:20Z","snapshot_observed_at":"2026-08-15T15:57:20.727834Z","submitted_at":"2025-05-29T11:11:20Z","title":"Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms","version":1},"reference_index":15,"source":"pdf_text","source_observed_at":"2026-08-07T12:52:54.357223Z"},"links":{"citing_paper":"/paper/2505.23347"},"observation_digest":"sha256:ca7d99597f5d732806a87ce412642c8f9182fb2c30af283353531f7ef204e1c5","observation_id":"143121bc-0cf3-476c-9866-f38bb56dc69c","resolution":{"observed_at":"2026-08-07T12:53:10.015890Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-16T06:30:59.297886+00:00","source":"crossref"},{"observed_at":"2026-08-16T06:30:54.164669+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T12:53:09.799670Z","title":"Containerization and the paas cloud,","venue":null,"work_id":"bb667259-291e-40af-b2ba-da8d0fb5751b","year":2015},"citing_paper":{"arxiv_id":"2505.23347","last_updated":"2025-05-29T11:11:20Z","snapshot_observed_at":"2026-08-15T15:57:20.727834Z","submitted_at":"2025-05-29T11:11:20Z","title":"Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms","version":1},"reference_index":16,"source":"pdf_text","source_observed_at":"2026-08-07T12:52:54.450728Z"},"links":{"citing_paper":"/paper/2505.23347"},"observation_digest":"sha256:53f7cc01b8c4a526fddaf0a02dec215ffe7b84a34f75e9918f68abc4ede5aea0","observation_id":"aeb2d06d-6efc-4946-9b02-2147e282ac46","resolution":{"observed_at":"2026-08-07T12:53:09.865604Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-16T06:30:59.297886+00:00","source":"crossref"},{"observed_at":"2026-08-16T06:30:54.164669+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T12:53:09.591855Z","title":"Profit-aware resource management for edge computing systems,","venue":null,"work_id":"47bed606-6404-4a82-af94-a5147f16d783","year":2018},"citing_paper":{"arxiv_id":"2505.23347","last_updated":"2025-05-29T11:11:20Z","snapshot_observed_at":"2026-08-15T15:57:20.727834Z","submitted_at":"2025-05-29T11:11:20Z","title":"Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms","version":1},"reference_index":17,"source":"pdf_text","source_observed_at":"2026-08-07T12:52:54.552070Z"},"links":{"citing_paper":"/paper/2505.23347"},"observation_digest":"sha256:ce93c21b3503c5b399921a79f1b12809ba0e851c0c5b8163d9632d3749911c45","observation_id":"aa6c6b48-3ba4-47a3-be28-05d5dbc7d489","resolution":{"observed_at":"2026-08-07T12:53:09.724890Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-16T06:30:59.297886+00:00","source":"crossref"},{"observed_at":"2026-08-16T06:30:54.164669+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T12:53:09.394102Z","title":"Proactive video push for optimizing bandwidth consumption in hybrid cdn-p2p vod systems,","venue":null,"work_id":"c15eb04a-847c-4637-8892-06ee049ebdf1","year":2018},"citing_paper":{"arxiv_id":"2505.23347","last_updated":"2025-05-29T11:11:20Z","snapshot_observed_at":"2026-08-15T15:57:20.727834Z","submitted_at":"2025-05-29T11:11:20Z","title":"Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms","version":1},"reference_index":18,"source":"pdf_text","source_observed_at":"2026-08-07T12:52:54.630058Z"},"links":{"citing_paper":"/paper/2505.23347"},"observation_digest":"sha256:decc073507890c8c0d366b0c98333e3a9d1a8f62de5d410d4dc8128da4b3d710","observation_id":"beddc836-5d2b-4bc8-9318-421abbfa2c9a","resolution":{"observed_at":"2026-08-07T12:53:09.483555Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-16T06:30:59.297886+00:00","source":"crossref"},{"observed_at":"2026-08-16T06:30:54.164669+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T12:53:09.177188Z","title":"Intelligent edge-assisted crowdcast with deep reinforcement learning for personalized qoe,","venue":null,"work_id":"111a3836-d3a0-4c12-a829-92256ac53db4","year":2019},"citing_paper":{"arxiv_id":"2505.23347","last_updated":"2025-05-29T11:11:20Z","snapshot_observed_at":"2026-08-15T15:57:20.727834Z","submitted_at":"2025-05-29T11:11:20Z","title":"Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms","version":1},"reference_index":19,"source":"pdf_text","source_observed_at":"2026-08-07T12:52:54.736154Z"},"links":{"citing_paper":"/paper/2505.23347"},"observation_digest":"sha256:cf9fd93650c4affe5b2136f988ffbc6e98ae9dd6d4132ac89e0836da9b8f523e","observation_id":"322f2d78-89ce-416c-9313-2116aca71ea7","resolution":{"observed_at":"2026-08-07T12:53:09.297584Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-16T06:30:59.297886+00:00","source":"crossref"},{"observed_at":"2026-08-16T06:30:54.164669+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T12:53:08.918861Z","title":"Globally distributed content delivery,","venue":null,"work_id":"9ee4b88f-3850-4aea-8f4d-ab8225d1fd54","year":2002},"citing_paper":{"arxiv_id":"2505.23347","last_updated":"2025-05-29T11:11:20Z","snapshot_observed_at":"2026-08-15T15:57:20.727834Z","submitted_at":"2025-05-29T11:11:20Z","title":"Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms","version":1},"reference_index":20,"source":"pdf_text","source_observed_at":"2026-08-07T12:52:54.858742Z"},"links":{"citing_paper":"/paper/2505.23347"},"observation_digest":"sha256:36c3a2324801f6466b3017aa4476e941e32003c061618586261c4846008e1e07","observation_id":"6860a094-ce24-4580-9367-93af949c82c4","resolution":{"observed_at":"2026-08-07T12:53:09.043938Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-16T06:30:59.297886+00:00","source":"crossref"},{"observed_at":"2026-08-16T06:30:54.164669+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T12:53:08.644487Z","title":"Leveraging qoe heterogenity for large-scale livecaset scheduling,","venue":null,"work_id":"01d5e281-92af-4a2c-951a-86ea4fd27f85","year":2020},"citing_paper":{"arxiv_id":"2505.23347","last_updated":"2025-05-29T11:11:20Z","snapshot_observed_at":"2026-08-15T15:57:20.727834Z","submitted_at":"2025-05-29T11:11:20Z","title":"Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms","version":1},"reference_index":21,"source":"pdf_text","source_observed_at":"2026-08-07T12:52:55.015523Z"},"links":{"citing_paper":"/paper/2505.23347"},"observation_digest":"sha256:6a90f2ba7283f6d2def564a9abd04268c9931380d0a369ce5c42a88cb7278100","observation_id":"95ea7f55-c640-4463-aa7f-97077cb6660e","resolution":{"observed_at":"2026-08-07T12:53:08.760570Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-16T06:30:59.297886+00:00","source":"crossref"},{"observed_at":"2026-08-16T06:30:54.164669+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T12:53:08.429164Z","title":"Deepcast: Towards personalized qoe for edge-assisted crowdcast with deep reinforcement learning,","venue":null,"work_id":"59490153-46ec-4b2a-9aab-20115b11260e","year":2020},"citing_paper":{"arxiv_id":"2505.23347","last_updated":"2025-05-29T11:11:20Z","snapshot_observed_at":"2026-08-15T15:57:20.727834Z","submitted_at":"2025-05-29T11:11:20Z","title":"Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms","version":1},"reference_index":22,"source":"pdf_text","source_observed_at":"2026-08-07T12:52:55.172837Z"},"links":{"citing_paper":"/paper/2505.23347"},"observation_digest":"sha256:42c40dea5fee5f07120124f5ee573712576117fc9caaab0dd38775cabaa91973","observation_id":"be88a2a3-c38e-4861-8d7c-9664bc462d70","resolution":{"observed_at":"2026-08-07T12:53:08.511950Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-16T06:30:59.297886+00:00","source":"crossref"},{"observed_at":"2026-08-16T06:30:54.164669+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T12:53:08.262044Z","title":"Livesmart: A qos-guaranteed cost-minimum framework of viewer scheduling for crowdsourced live streaming,","venue":null,"work_id":"78c164bb-e42d-43a2-bf39-56e85a02d8a8","year":2019},"citing_paper":{"arxiv_id":"2505.23347","last_updated":"2025-05-29T11:11:20Z","snapshot_observed_at":"2026-08-15T15:57:20.727834Z","submitted_at":"2025-05-29T11:11:20Z","title":"Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms","version":1},"reference_index":23,"source":"pdf_text","source_observed_at":"2026-08-07T12:52:55.353216Z"},"links":{"citing_paper":"/paper/2505.23347"},"observation_digest":"sha256:067774c15e2e14fed911d8f4f3e2b9a20e66f65f2edad51ed4e1c358303d8c9f","observation_id":"add0d629-8330-4957-ac81-f783d83fa400","resolution":{"observed_at":"2026-08-07T12:53:08.348487Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-16T06:30:59.297886+00:00","source":"crossref"},{"observed_at":"2026-08-16T06:30:54.164669+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T12:53:08.049464Z","title":"A recurrent latent variable model for sequential data,","venue":null,"work_id":"c154b80d-aab1-460c-a675-3a8dc2e9446d","year":2015},"citing_paper":{"arxiv_id":"2505.23347","last_updated":"2025-05-29T11:11:20Z","snapshot_observed_at":"2026-08-15T15:57:20.727834Z","submitted_at":"2025-05-29T11:11:20Z","title":"Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms","version":1},"reference_index":24,"source":"pdf_text","source_observed_at":"2026-08-07T12:52:55.480146Z"},"links":{"citing_paper":"/paper/2505.23347"},"observation_digest":"sha256:1b3b585c9bb8689ae35c4686591f642d08e562ce76571ef37eda7d090aa79546","observation_id":"6e579b65-cd25-4129-9f15-a52f4910ecc5","resolution":{"observed_at":"2026-08-07T12:53:08.137584Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-16T06:30:59.297886+00:00","source":"crossref"},{"observed_at":"2026-08-16T06:30:54.164669+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T12:53:07.834719Z","title":"World cup streaming suffers major problems in australia","venue":null,"work_id":"9cdfa93c-8ccc-452e-a7c1-e6774819a945","year":2018},"citing_paper":{"arxiv_id":"2505.23347","last_updated":"2025-05-29T11:11:20Z","snapshot_observed_at":"2026-08-15T15:57:20.727834Z","submitted_at":"2025-05-29T11:11:20Z","title":"Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms","version":1},"reference_index":25,"source":"pdf_text","source_observed_at":"2026-08-07T12:52:55.602538Z"},"links":{"citing_paper":"/paper/2505.23347"},"observation_digest":"sha256:804f2fb5f3b34c27bc8f6b7857284889ac199fc2d695c0cecd7a98eb7a583408","observation_id":"900734ac-852a-4416-99e8-1ab1eb95962f","resolution":{"observed_at":"2026-08-07T12:53:07.960672Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-16T06:30:59.297886+00:00","source":"crossref"},{"observed_at":"2026-08-16T06:30:54.164669+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T12:53:07.677540Z","title":"Intelligent edge learning for personalized crowdsourced livecast: Challenges, opportuni- ties, and solutions,","venue":null,"work_id":"13fdd93b-3be5-4edc-bab5-4d8f02e2a667","year":2021},"citing_paper":{"arxiv_id":"2505.23347","last_updated":"2025-05-29T11:11:20Z","snapshot_observed_at":"2026-08-15T15:57:20.727834Z","submitted_at":"2025-05-29T11:11:20Z","title":"Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms","version":1},"reference_index":26,"source":"pdf_text","source_observed_at":"2026-08-07T12:52:55.731354Z"},"links":{"citing_paper":"/paper/2505.23347"},"observation_digest":"sha256:19d05b00ee4df4054bf1f424d835c05c273e1795e6adfb6564290f0697915c53","observation_id":"6f24deec-ef3a-4d3f-a19c-f67a8831b0f0","resolution":{"observed_at":"2026-08-07T12:53:07.752006Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-16T06:30:59.297886+00:00","source":"crossref"},{"observed_at":"2026-08-16T06:30:54.164669+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T12:53:07.434242Z","title":"A large-scale holistic measurement of crowdsourced edge cloud platform,","venue":null,"work_id":"e6e3f36b-4842-407f-bbfc-cd893c57ef35","year":2023},"citing_paper":{"arxiv_id":"2505.23347","last_updated":"2025-05-29T11:11:20Z","snapshot_observed_at":"2026-08-15T15:57:20.727834Z","submitted_at":"2025-05-29T11:11:20Z","title":"Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms","version":1},"reference_index":27,"source":"pdf_text","source_observed_at":"2026-08-07T12:52:55.875803Z"},"links":{"citing_paper":"/paper/2505.23347"},"observation_digest":"sha256:40adda3270f46de7033073e1383efeb656cb35aaf8ff16270d56df0add815c83","observation_id":"7f62a453-5969-414a-b9a7-22ab0df45eea","resolution":{"observed_at":"2026-08-07T12:53:07.529040Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-16T06:30:59.297886+00:00","source":"crossref"},{"observed_at":"2026-08-16T06:30:54.164669+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"1312.6114","last_updated":"2022-12-10T21:04:00Z","snapshot_observed_at":"2026-08-14T23:50:45.029465Z","submitted_at":"2013-12-20T20:58:10Z","title":"Auto-Encoding Variational Bayes","version":11},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"1312.6114","snapshot_observed_at":"2026-08-07T12:52:56.064296Z","title":"Auto-encoding variational bayes,","venue":null,"work_id":null,"year":2013},"citing_paper":{"arxiv_id":"2505.23347","last_updated":"2025-05-29T11:11:20Z","snapshot_observed_at":"2026-08-15T15:57:20.727834Z","submitted_at":"2025-05-29T11:11:20Z","title":"Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms","version":1},"reference_index":28,"source":"pdf_text","source_observed_at":"2026-08-07T12:52:56.064296Z"},"links":{"cited_paper":"/paper/1312.6114","citing_paper":"/paper/2505.23347"},"observation_digest":"sha256:bfa202b7d237e2cdcf83035235499b20ec7e6e16fb665f535ae8982792140322","observation_id":"932d2920-7249-4bac-8b06-6a370124187f","resolution":{"observed_at":"2026-08-07T12:52:56.064296Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T12:53:07.252381Z","title":"Time-series anomaly detection service at microsoft,","venue":null,"work_id":"6d49dd5d-c756-4e0c-bc4f-c745c8d7be8e","year":2019},"citing_paper":{"arxiv_id":"2505.23347","last_updated":"2025-05-29T11:11:20Z","snapshot_observed_at":"2026-08-15T15:57:20.727834Z","submitted_at":"2025-05-29T11:11:20Z","title":"Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms","version":1},"reference_index":29,"source":"pdf_text","source_observed_at":"2026-08-07T12:52:56.216789Z"},"links":{"citing_paper":"/paper/2505.23347"},"observation_digest":"sha256:7140c908d5e7ee9638b916ae046f4bea2b589e85da3a486f5e6505c4def36d85","observation_id":"91d7e7ab-9d49-44c7-a58a-a66b17c39afe","resolution":{"observed_at":"2026-08-07T12:53:07.336432Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-16T06:30:59.297886+00:00","source":"crossref"},{"observed_at":"2026-08-16T06:30:54.164669+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T12:53:07.103868Z","title":"Electric vehicle fleet size and trip pricing for one-way carsharing services considering vehicle relocation and per- sonnel assignment,","venue":null,"work_id":"103dfb65-9485-4a58-b859-f17b34afa016","year":2018},"citing_paper":{"arxiv_id":"2505.23347","last_updated":"2025-05-29T11:11:20Z","snapshot_observed_at":"2026-08-15T15:57:20.727834Z","submitted_at":"2025-05-29T11:11:20Z","title":"Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms","version":1},"reference_index":30,"source":"pdf_text","source_observed_at":"2026-08-07T12:52:56.346272Z"},"links":{"citing_paper":"/paper/2505.23347"},"observation_digest":"sha256:0cdfbf3ff6733c3694346fdb150369888e72c65c8340515dae4c1a3ff81034ca","observation_id":"afdcf926-1ba0-4a46-afee-59e8b3e83487","resolution":{"observed_at":"2026-08-07T12:53:07.126313Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-16T06:30:59.297886+00:00","source":"crossref"},{"observed_at":"2026-08-16T06:30:54.164669+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T12:53:07.009067Z","title":"Variational inference for dirichlet process mixtures,","venue":null,"work_id":"b99fd9d2-e0db-41fb-9df3-5244c6e5ea8e","year":2006},"citing_paper":{"arxiv_id":"2505.23347","last_updated":"2025-05-29T11:11:20Z","snapshot_observed_at":"2026-08-15T15:57:20.727834Z","submitted_at":"2025-05-29T11:11:20Z","title":"Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms","version":1},"reference_index":31,"source":"pdf_text","source_observed_at":"2026-08-07T12:52:56.473946Z"},"links":{"citing_paper":"/paper/2505.23347"},"observation_digest":"sha256:6ae5dfa44594ef472cd34763e11e6b6c951f067f84063cefe9a0aeeb859bd9eb","observation_id":"6d87c3bf-5058-4caf-b24f-87756e668832","resolution":{"observed_at":"2026-08-07T12:53:07.048850Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-16T06:30:59.297886+00:00","source":"crossref"},{"observed_at":"2026-08-16T06:30:54.164669+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T12:53:06.816687Z","title":"Graph wavenet for deep spatial-temporal graph modeling,","venue":null,"work_id":"f0da96d2-71bf-4423-b5c5-f8ff2ef1a817","year":2019},"citing_paper":{"arxiv_id":"2505.23347","last_updated":"2025-05-29T11:11:20Z","snapshot_observed_at":"2026-08-15T15:57:20.727834Z","submitted_at":"2025-05-29T11:11:20Z","title":"Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms","version":1},"reference_index":32,"source":"pdf_text","source_observed_at":"2026-08-07T12:52:56.653049Z"},"links":{"citing_paper":"/paper/2505.23347"},"observation_digest":"sha256:07bbef1a910d57380404a4516ed9427c2ad9b87544a19db32b182bf531a099aa","observation_id":"0d25fb29-7cb0-4644-a9dc-492a018fe805","resolution":{"observed_at":"2026-08-07T12:53:06.939222Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-16T06:30:59.297886+00:00","source":"crossref"},{"observed_at":"2026-08-16T06:30:54.164669+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T12:53:06.604799Z","title":"Robust anomaly detection for multivariate time series through stochastic recurrent neural network,","venue":null,"work_id":"6a058a50-a23d-4931-a857-ed7b2de8ff2d","year":2019},"citing_paper":{"arxiv_id":"2505.23347","last_updated":"2025-05-29T11:11:20Z","snapshot_observed_at":"2026-08-15T15:57:20.727834Z","submitted_at":"2025-05-29T11:11:20Z","title":"Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms","version":1},"reference_index":33,"source":"pdf_text","source_observed_at":"2026-08-07T12:52:56.773923Z"},"links":{"citing_paper":"/paper/2505.23347"},"observation_digest":"sha256:144439c352949c8325bc65837482a17d428c4cf9a370c8fcf677f668702823a3","observation_id":"bbf7e1c4-321e-4c30-9b4c-68122501c349","resolution":{"observed_at":"2026-08-07T12:53:06.731541Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-16T06:30:59.297886+00:00","source":"crossref"},{"observed_at":"2026-08-16T06:30:54.164669+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T12:53:06.353423Z","title":"Seer: Proactive revenue-aware scheduling for live streaming services in crowdsourced cloud-edge platforms,","venue":null,"work_id":"b21b2ff9-5be4-4069-a6ac-9df77febb624","year":2024},"citing_paper":{"arxiv_id":"2505.23347","last_updated":"2025-05-29T11:11:20Z","snapshot_observed_at":"2026-08-15T15:57:20.727834Z","submitted_at":"2025-05-29T11:11:20Z","title":"Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms","version":1},"reference_index":34,"source":"pdf_text","source_observed_at":"2026-08-07T12:52:56.929856Z"},"links":{"citing_paper":"/paper/2505.23347"},"observation_digest":"sha256:b297a7c651dfda8e477b6b4881de2151718ac77eb474f4a9f15abb880876d533","observation_id":"6a9a09fc-0d47-45ce-809e-0183e10d904c","resolution":{"observed_at":"2026-08-07T12:53:06.462354Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-16T06:30:59.297886+00:00","source":"crossref"},{"observed_at":"2026-08-16T06:30:54.164669+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T12:53:06.129665Z","title":"Iot scheduling for higher throughput and lower transmission power,","venue":null,"work_id":"280e4a32-7d0d-4b35-8cbe-b598be90b361","year":2021},"citing_paper":{"arxiv_id":"2505.23347","last_updated":"2025-05-29T11:11:20Z","snapshot_observed_at":"2026-08-15T15:57:20.727834Z","submitted_at":"2025-05-29T11:11:20Z","title":"Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms","version":1},"reference_index":35,"source":"pdf_text","source_observed_at":"2026-08-07T12:52:57.078286Z"},"links":{"citing_paper":"/paper/2505.23347"},"observation_digest":"sha256:e49ac732809f6c21366d653b773c1d6a581539ff56e11fd0d5676f99cd86d6b4","observation_id":"f4693129-6c20-4abe-899a-1d37efad60b4","resolution":{"observed_at":"2026-08-07T12:53:06.197513Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-16T06:30:59.297886+00:00","source":"crossref"},{"observed_at":"2026-08-16T06:30:54.164669+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T12:53:05.949825Z","title":"Towards optimizing task scheduling process in cloud environment,","venue":null,"work_id":"b29383ae-2ead-488b-ae7b-a9e49500385a","year":2021},"citing_paper":{"arxiv_id":"2505.23347","last_updated":"2025-05-29T11:11:20Z","snapshot_observed_at":"2026-08-15T15:57:20.727834Z","submitted_at":"2025-05-29T11:11:20Z","title":"Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms","version":1},"reference_index":36,"source":"pdf_text","source_observed_at":"2026-08-07T12:52:57.234745Z"},"links":{"citing_paper":"/paper/2505.23347"},"observation_digest":"sha256:d5818781935d9c611f0e9dbe5150fdd7086111b86e5542a5d782155cdb058ea6","observation_id":"81257e78-035c-48ca-8db1-f89ee61d11c5","resolution":{"observed_at":"2026-08-07T12:53:06.018014Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-16T06:30:59.297886+00:00","source":"crossref"},{"observed_at":"2026-08-16T06:30:54.164669+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T12:53:05.723455Z","title":"A scheduling algorithm to maximize storm throughput in heterogeneous cluster,","venue":null,"work_id":"3f1e3441-20c4-4b41-9e31-26bf78814be3","year":2023},"citing_paper":{"arxiv_id":"2505.23347","last_updated":"2025-05-29T11:11:20Z","snapshot_observed_at":"2026-08-15T15:57:20.727834Z","submitted_at":"2025-05-29T11:11:20Z","title":"Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms","version":1},"reference_index":37,"source":"pdf_text","source_observed_at":"2026-08-07T12:52:57.397696Z"},"links":{"citing_paper":"/paper/2505.23347"},"observation_digest":"sha256:554d4806a561ec0e387d302dbe5e89a2b2401a762c654f52f4169ed5384fecff","observation_id":"2b1aa2c6-16ea-4a62-b5ec-90bc44745177","resolution":{"observed_at":"2026-08-07T12:53:05.853865Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-16T06:30:59.297886+00:00","source":"crossref"},{"observed_at":"2026-08-16T06:30:54.164669+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T12:53:05.535358Z","title":"Machine learning methods for reliable resource provisioning in edge-cloud computing: A survey,","venue":null,"work_id":"ddd8ed93-9ac0-4bc9-b794-6cbbf02a21e3","year":2019},"citing_paper":{"arxiv_id":"2505.23347","last_updated":"2025-05-29T11:11:20Z","snapshot_observed_at":"2026-08-15T15:57:20.727834Z","submitted_at":"2025-05-29T11:11:20Z","title":"Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms","version":1},"reference_index":38,"source":"pdf_text","source_observed_at":"2026-08-07T12:52:57.534712Z"},"links":{"citing_paper":"/paper/2505.23347"},"observation_digest":"sha256:93667ed5b2c09dd9bee9b79f730e8a4be26695dfae8426d867e3e2cc87ec2ab1","observation_id":"3a192018-2aa9-488a-b6ec-c1eb8993d87f","resolution":{"observed_at":"2026-08-07T12:53:05.616196Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-16T06:30:59.297886+00:00","source":"crossref"},{"observed_at":"2026-08-16T06:30:54.164669+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T12:53:05.367769Z","title":"From cloud to edge: a first look at public edge platforms,","venue":null,"work_id":"3689ff65-c2f6-4377-ae92-17b9fec1abbb","year":2021},"citing_paper":{"arxiv_id":"2505.23347","last_updated":"2025-05-29T11:11:20Z","snapshot_observed_at":"2026-08-15T15:57:20.727834Z","submitted_at":"2025-05-29T11:11:20Z","title":"Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms","version":1},"reference_index":39,"source":"pdf_text","source_observed_at":"2026-08-07T12:52:57.705160Z"},"links":{"citing_paper":"/paper/2505.23347"},"observation_digest":"sha256:1ff4f2010cd47838564a37e9fdc98eede79a1834ff1ccd0a07a341539105f466","observation_id":"7c9eeed1-6bc1-44b5-bb88-b7ce10c1a566","resolution":{"observed_at":"2026-08-07T12:53:05.445542Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-16T06:30:59.297886+00:00","source":"crossref"},{"observed_at":"2026-08-16T06:30:54.164669+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T12:53:05.189653Z","title":"A branch-and-cut algorithm for the dial-a-ride problem,","venue":null,"work_id":"8ec5bd5b-2f46-46e1-8c66-e699413723f3","year":2006},"citing_paper":{"arxiv_id":"2505.23347","last_updated":"2025-05-29T11:11:20Z","snapshot_observed_at":"2026-08-15T15:57:20.727834Z","submitted_at":"2025-05-29T11:11:20Z","title":"Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms","version":1},"reference_index":40,"source":"pdf_text","source_observed_at":"2026-08-07T12:52:57.885660Z"},"links":{"citing_paper":"/paper/2505.23347"},"observation_digest":"sha256:8918dd37d329ff66a9c3b2d200d5504f481b146ca829ffa2719eb947d368133a","observation_id":"85eec1aa-2bb0-4f95-adad-9e4aa35f44d3","resolution":{"observed_at":"2026-08-07T12:53:05.259008Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-16T06:30:59.297886+00:00","source":"crossref"},{"observed_at":"2026-08-16T06:30:54.164669+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T12:53:05.011356Z","title":"A universal transcoding and transmission method for livecast with networked multi-agent reinforcement learning,","venue":null,"work_id":"05ef7e77-666c-4946-afb6-9ab8e62a626a","year":2021},"citing_paper":{"arxiv_id":"2505.23347","last_updated":"2025-05-29T11:11:20Z","snapshot_observed_at":"2026-08-15T15:57:20.727834Z","submitted_at":"2025-05-29T11:11:20Z","title":"Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms","version":1},"reference_index":41,"source":"pdf_text","source_observed_at":"2026-08-07T12:52:58.054218Z"},"links":{"citing_paper":"/paper/2505.23347"},"observation_digest":"sha256:76b4788ece2a13c716f765196c04cc9ecf08f2ef487d151566f4ae0be4d16add","observation_id":"0cefcf24-278f-4c40-9ecb-9f156b582d2d","resolution":{"observed_at":"2026-08-07T12:53:05.104181Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-16T06:30:59.297886+00:00","source":"crossref"},{"observed_at":"2026-08-16T06:30:54.164669+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T12:53:04.781091Z","title":"Optimal control for generalized network- flow problems,","venue":null,"work_id":"f250732f-6fe7-452f-8174-174fe2dc19be","year":2018},"citing_paper":{"arxiv_id":"2505.23347","last_updated":"2025-05-29T11:11:20Z","snapshot_observed_at":"2026-08-15T15:57:20.727834Z","submitted_at":"2025-05-29T11:11:20Z","title":"Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms","version":1},"reference_index":42,"source":"pdf_text","source_observed_at":"2026-08-07T12:52:58.275864Z"},"links":{"citing_paper":"/paper/2505.23347"},"observation_digest":"sha256:50745035c4a6fd6779501fea543388036fb0cf6e4fb7d24b9f20312d6fa4ec2f","observation_id":"46114982-f414-487d-af39-581e2d55181f","resolution":{"observed_at":"2026-08-07T12:53:04.907969Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-16T06:30:59.297886+00:00","source":"crossref"},{"observed_at":"2026-08-16T06:30:54.164669+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T12:53:04.581896Z","title":"Rldish: Edge-assisted qoe optimization of http live streaming with reinforcement learning,","venue":null,"work_id":"19e121bf-2461-478c-b1d5-1d9a68d7386e","year":2020},"citing_paper":{"arxiv_id":"2505.23347","last_updated":"2025-05-29T11:11:20Z","snapshot_observed_at":"2026-08-15T15:57:20.727834Z","submitted_at":"2025-05-29T11:11:20Z","title":"Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms","version":1},"reference_index":43,"source":"pdf_text","source_observed_at":"2026-08-07T12:52:58.404044Z"},"links":{"citing_paper":"/paper/2505.23347"},"observation_digest":"sha256:c3d428b2181b6ee09cce3758d4296213a4e0c77407d1ddde7b12d5f21e452325","observation_id":"15e13b1c-3f1a-4aa2-a0bc-026522c305d0","resolution":{"observed_at":"2026-08-07T12:53:04.684177Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-16T06:30:59.297886+00:00","source":"crossref"},{"observed_at":"2026-08-16T06:30:54.164669+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T12:53:04.372522Z","title":"One for all: Unified workload prediction for dynamic multi-tenant edge cloud platforms,","venue":null,"work_id":"90cc5727-e105-41e3-a584-3924ff42b0cb","year":2023},"citing_paper":{"arxiv_id":"2505.23347","last_updated":"2025-05-29T11:11:20Z","snapshot_observed_at":"2026-08-15T15:57:20.727834Z","submitted_at":"2025-05-29T11:11:20Z","title":"Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms","version":1},"reference_index":44,"source":"pdf_text","source_observed_at":"2026-08-07T12:52:58.547815Z"},"links":{"citing_paper":"/paper/2505.23347"},"observation_digest":"sha256:83523499eeca7db47faa21fbb4ae1176c090a3e821349516c6b11c38414108de","observation_id":"e6bdc2b8-ad5a-4562-8df3-4e94dcbab7c6","resolution":{"observed_at":"2026-08-07T12:53:04.473641Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-16T06:30:59.297886+00:00","source":"crossref"},{"observed_at":"2026-08-16T06:30:54.164669+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T12:53:04.174134Z","title":"Spatio-temporal-social multi-feature-based fine-grained hot spots prediction for content delivery services in 5g era,","venue":null,"work_id":"87c018a0-a7af-474b-ab61-9ef25a6966c8","year":2021},"citing_paper":{"arxiv_id":"2505.23347","last_updated":"2025-05-29T11:11:20Z","snapshot_observed_at":"2026-08-15T15:57:20.727834Z","submitted_at":"2025-05-29T11:11:20Z","title":"Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms","version":1},"reference_index":45,"source":"pdf_text","source_observed_at":"2026-08-07T12:52:58.633987Z"},"links":{"citing_paper":"/paper/2505.23347"},"observation_digest":"sha256:32599d84816d1d7a3a04d50a665140d7927b04ffa275069cdcdda1fd3aa63e56","observation_id":"60ac6de8-0f0f-4af3-ba5a-c30a068014f7","resolution":{"observed_at":"2026-08-07T12:53:04.281711Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-16T06:30:59.297886+00:00","source":"crossref"},{"observed_at":"2026-08-16T06:30:54.164669+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T12:53:03.973569Z","title":"Com- boptnet: Fit the right np-hard problem by learning integer programming constraints,","venue":null,"work_id":"a39b0833-2e0c-4e6f-b9f9-f55721ef54fe","year":2021},"citing_paper":{"arxiv_id":"2505.23347","last_updated":"2025-05-29T11:11:20Z","snapshot_observed_at":"2026-08-15T15:57:20.727834Z","submitted_at":"2025-05-29T11:11:20Z","title":"Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms","version":1},"reference_index":46,"source":"pdf_text","source_observed_at":"2026-08-07T12:52:58.699792Z"},"links":{"citing_paper":"/paper/2505.23347"},"observation_digest":"sha256:8f566b686936d053a8270f0c31253f015ce5d1d852a96a0171df1a218d50d882","observation_id":"f59c4711-20b5-4c84-b1df-79496145839a","resolution":{"observed_at":"2026-08-07T12:53:04.065311Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-16T06:30:59.297886+00:00","source":"crossref"},{"observed_at":"2026-08-16T06:30:54.164669+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T12:53:03.807441Z","title":"Lalisa: Adaptive bitrate ladder optimization in http-based adaptive live streaming,","venue":null,"work_id":"cd67576a-828c-40b7-99e1-8ba2b6d38763","year":2023},"citing_paper":{"arxiv_id":"2505.23347","last_updated":"2025-05-29T11:11:20Z","snapshot_observed_at":"2026-08-15T15:57:20.727834Z","submitted_at":"2025-05-29T11:11:20Z","title":"Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms","version":1},"reference_index":47,"source":"pdf_text","source_observed_at":"2026-08-07T12:52:58.815262Z"},"links":{"citing_paper":"/paper/2505.23347"},"observation_digest":"sha256:390926f6f1f0737b9fcb9dcd95e13ea6c8aeadfdbd86037d0d01654490e12db5","observation_id":"c0af8d09-4324-4361-ac33-799f7325ef8d","resolution":{"observed_at":"2026-08-07T12:53:03.880437Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-16T06:30:59.297886+00:00","source":"crossref"},{"observed_at":"2026-08-16T06:30:54.164669+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T12:53:03.560952Z","title":"A systematic review of service level management in the cloud,","venue":null,"work_id":"bc914f39-c669-42f9-a23a-31b29fd0a279","year":2015},"citing_paper":{"arxiv_id":"2505.23347","last_updated":"2025-05-29T11:11:20Z","snapshot_observed_at":"2026-08-15T15:57:20.727834Z","submitted_at":"2025-05-29T11:11:20Z","title":"Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms","version":1},"reference_index":48,"source":"pdf_text","source_observed_at":"2026-08-07T12:52:58.948940Z"},"links":{"citing_paper":"/paper/2505.23347"},"observation_digest":"sha256:064073d7ad30218ffa79359760cfa92d484139b853b86620978d0403280e6e10","observation_id":"38fa1728-626b-4537-b851-7335228e3ad9","resolution":{"observed_at":"2026-08-07T12:53:03.688697Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-16T06:30:59.297886+00:00","source":"crossref"},{"observed_at":"2026-08-16T06:30:54.164669+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T12:53:03.344622Z","title":"Qoe management of multimedia stream- ing services in future networks: A tutorial and survey,","venue":null,"work_id":"c10e48a8-1dd5-4a30-a780-9ee577f9d36d","year":2019},"citing_paper":{"arxiv_id":"2505.23347","last_updated":"2025-05-29T11:11:20Z","snapshot_observed_at":"2026-08-15T15:57:20.727834Z","submitted_at":"2025-05-29T11:11:20Z","title":"Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms","version":1},"reference_index":49,"source":"pdf_text","source_observed_at":"2026-08-07T12:52:59.071710Z"},"links":{"citing_paper":"/paper/2505.23347"},"observation_digest":"sha256:6089b5d5f341d4301463e9f36dfec68ab59b892ebab0bc5e45c4e280bd6d3918","observation_id":"bae539f4-24ef-494f-a137-6b438ba2294c","resolution":{"observed_at":"2026-08-07T12:53:03.449754Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-16T06:30:59.297886+00:00","source":"crossref"},{"observed_at":"2026-08-16T06:30:54.164669+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T12:53:03.105674Z","title":"4d-map: Multipath adaptive packet scheduling for live streaming over quic,","venue":null,"work_id":"894fd4bf-d278-4675-a835-cff74eceb878","year":2024},"citing_paper":{"arxiv_id":"2505.23347","last_updated":"2025-05-29T11:11:20Z","snapshot_observed_at":"2026-08-15T15:57:20.727834Z","submitted_at":"2025-05-29T11:11:20Z","title":"Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms","version":1},"reference_index":50,"source":"pdf_text","source_observed_at":"2026-08-07T12:52:59.204402Z"},"links":{"citing_paper":"/paper/2505.23347"},"observation_digest":"sha256:8654643027910e3e587ca9c8289f22937f5f8538e9a90379748e146b21726ac1","observation_id":"2b485862-4314-436c-b39b-39137bb2de5a","resolution":{"observed_at":"2026-08-07T12:53:03.213982Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-16T06:30:59.297886+00:00","source":"crossref"},{"observed_at":"2026-08-16T06:30:54.164669+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T12:53:02.876643Z","title":"Towards optimal low- latency live video streaming,","venue":null,"work_id":"cb35bc10-3271-49c0-bc13-76643139a68b","year":2021},"citing_paper":{"arxiv_id":"2505.23347","last_updated":"2025-05-29T11:11:20Z","snapshot_observed_at":"2026-08-15T15:57:20.727834Z","submitted_at":"2025-05-29T11:11:20Z","title":"Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms","version":1},"reference_index":51,"source":"pdf_text","source_observed_at":"2026-08-07T12:52:59.327400Z"},"links":{"citing_paper":"/paper/2505.23347"},"observation_digest":"sha256:1ebf460f91bec2c2add9d191e0fb9dc6cc141f645effd67e6502c5cc5c9e879e","observation_id":"1a8da6e8-ec74-4f82-9931-49ad431b1b39","resolution":{"observed_at":"2026-08-07T12:53:03.002392Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-16T06:30:59.297886+00:00","source":"crossref"},{"observed_at":"2026-08-16T06:30:54.164669+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T12:53:02.683544Z","title":"Tclivi: Transmission control in live video streaming based on deep reinforcement learning,","venue":null,"work_id":"d8cb566d-3a30-4fef-9742-c4c6fd194035","year":2020},"citing_paper":{"arxiv_id":"2505.23347","last_updated":"2025-05-29T11:11:20Z","snapshot_observed_at":"2026-08-15T15:57:20.727834Z","submitted_at":"2025-05-29T11:11:20Z","title":"Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms","version":1},"reference_index":52,"source":"pdf_text","source_observed_at":"2026-08-07T12:52:59.460547Z"},"links":{"citing_paper":"/paper/2505.23347"},"observation_digest":"sha256:e3634cac4aa1f4cdae49575955a49a3f8953ca926e6832680601622f97a59bfd","observation_id":"9911d04a-84f0-4ede-91a6-4c88211d4f6f","resolution":{"observed_at":"2026-08-07T12:53:02.791611Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-16T06:30:59.297886+00:00","source":"crossref"},{"observed_at":"2026-08-16T06:30:54.164669+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T12:53:02.455992Z","title":"Greenabr: Energy-aware adaptive bitrate streaming with deep reinforcement learning,","venue":null,"work_id":"ddf9fa22-a36c-4cfe-a24b-f0dd00c99151","year":2022},"citing_paper":{"arxiv_id":"2505.23347","last_updated":"2025-05-29T11:11:20Z","snapshot_observed_at":"2026-08-15T15:57:20.727834Z","submitted_at":"2025-05-29T11:11:20Z","title":"Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms","version":1},"reference_index":53,"source":"pdf_text","source_observed_at":"2026-08-07T12:52:59.567521Z"},"links":{"citing_paper":"/paper/2505.23347"},"observation_digest":"sha256:c78ad68916c7ccb0f3211d0f58e18bde146d616afdc5d3285b18c468d27435d4","observation_id":"edba67c2-9998-4180-8c45-2d69cf05741b","resolution":{"observed_at":"2026-08-07T12:53:02.526405Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-16T06:30:59.297886+00:00","source":"crossref"},{"observed_at":"2026-08-16T06:30:54.164669+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T12:53:02.313138Z","title":"Adaptive qos-aware multipath congestion control for live streaming,","venue":null,"work_id":"47c105c7-5496-4bb7-bc6b-8ff72699e5dc","year":2023},"citing_paper":{"arxiv_id":"2505.23347","last_updated":"2025-05-29T11:11:20Z","snapshot_observed_at":"2026-08-15T15:57:20.727834Z","submitted_at":"2025-05-29T11:11:20Z","title":"Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms","version":1},"reference_index":54,"source":"pdf_text","source_observed_at":"2026-08-07T12:52:59.697251Z"},"links":{"citing_paper":"/paper/2505.23347"},"observation_digest":"sha256:6d5d43ece238e4beb5def5036f09dbf6887be8b4a454a78df7138bb38fd6da8c","observation_id":"fa2321b9-07c9-4bb2-ac64-a8071066d858","resolution":{"observed_at":"2026-08-07T12:53:02.382857Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-16T06:30:59.297886+00:00","source":"crossref"},{"observed_at":"2026-08-16T06:30:54.164669+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T12:53:02.128167Z","title":"Evaluation of machine learn- ing algorithms for anomaly detection,","venue":null,"work_id":"23253bea-6a08-49eb-9a73-02943926aa36","year":2020},"citing_paper":{"arxiv_id":"2505.23347","last_updated":"2025-05-29T11:11:20Z","snapshot_observed_at":"2026-08-15T15:57:20.727834Z","submitted_at":"2025-05-29T11:11:20Z","title":"Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms","version":1},"reference_index":55,"source":"pdf_text","source_observed_at":"2026-08-07T12:52:59.868161Z"},"links":{"citing_paper":"/paper/2505.23347"},"observation_digest":"sha256:3f664c8032d81545ea38457bba7a1fb797d4f423564c5b2686d999d3d1d918d5","observation_id":"068cf29a-9c10-4916-8e76-a20893e19c4b","resolution":{"observed_at":"2026-08-07T12:53:02.180971Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-16T06:30:59.297886+00:00","source":"crossref"},{"observed_at":"2026-08-16T06:30:54.164669+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T12:53:01.969506Z","title":"Cur- coedge: Curiosity-driven collaborative request scheduling in edge-cloud systems,","venue":null,"work_id":"8bcd985c-c2cb-414e-91ef-f6e8ede4d953","year":2024},"citing_paper":{"arxiv_id":"2505.23347","last_updated":"2025-05-29T11:11:20Z","snapshot_observed_at":"2026-08-15T15:57:20.727834Z","submitted_at":"2025-05-29T11:11:20Z","title":"Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms","version":1},"reference_index":56,"source":"pdf_text","source_observed_at":"2026-08-07T12:52:59.923919Z"},"links":{"citing_paper":"/paper/2505.23347"},"observation_digest":"sha256:0d6998aee5f4a067d94c2181c5a3be1cb157ba5f8f602a32a3cd1ef685a59336","observation_id":"76e6db9d-a59c-4d98-81d6-89d58366097e","resolution":{"observed_at":"2026-08-07T12:53:02.050575Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-16T06:30:59.297886+00:00","source":"crossref"},{"observed_at":"2026-08-16T06:30:54.164669+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T12:53:01.839523Z","title":"Fine-grained spatio-temporal distribution prediction of mobile content delivery in 5g ultra-dense networks,","venue":null,"work_id":"b2b04ef4-0c98-4e60-8fbc-ca313bc7a9a5","year":2022},"citing_paper":{"arxiv_id":"2505.23347","last_updated":"2025-05-29T11:11:20Z","snapshot_observed_at":"2026-08-15T15:57:20.727834Z","submitted_at":"2025-05-29T11:11:20Z","title":"Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms","version":1},"reference_index":57,"source":"pdf_text","source_observed_at":"2026-08-07T12:52:59.983004Z"},"links":{"citing_paper":"/paper/2505.23347"},"observation_digest":"sha256:7d15b950da39322e9c0ee7550dd8b30b907b6cc4d7542b16f6c77be6a4bbaf34","observation_id":"d79d8da1-26ed-46cf-9484-c49b005e4fab","resolution":{"observed_at":"2026-08-07T12:53:01.957607Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-16T06:30:59.297886+00:00","source":"crossref"},{"observed_at":"2026-08-16T06:30:54.164669+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T12:53:01.559432Z","title":"Qarc: Video quality aware rate control for real-time video streaming based on deep reinforcement learning,","venue":null,"work_id":"06066a12-fb48-4b69-8689-c42a524baa57","year":2018},"citing_paper":{"arxiv_id":"2505.23347","last_updated":"2025-05-29T11:11:20Z","snapshot_observed_at":"2026-08-15T15:57:20.727834Z","submitted_at":"2025-05-29T11:11:20Z","title":"Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms","version":1},"reference_index":58,"source":"pdf_text","source_observed_at":"2026-08-07T12:53:00.051399Z"},"links":{"citing_paper":"/paper/2505.23347"},"observation_digest":"sha256:9f63562ed3f739e4ddd967590ef252e4bd37b106923b594d4c6d5c66edf44038","observation_id":"df3afb1d-d498-4acb-b4c9-0f5b8d7070e1","resolution":{"observed_at":"2026-08-07T12:53:01.714480Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-16T06:30:59.297886+00:00","source":"crossref"},{"observed_at":"2026-08-16T06:30:54.164669+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T12:53:01.324742Z","title":"Ppo-abr: Proximal policy optimization based deep reinforcement learning for adaptive bitrate streaming,","venue":null,"work_id":"58e24a53-0cc7-49d6-8957-66992b4fcb8f","year":2023},"citing_paper":{"arxiv_id":"2505.23347","last_updated":"2025-05-29T11:11:20Z","snapshot_observed_at":"2026-08-15T15:57:20.727834Z","submitted_at":"2025-05-29T11:11:20Z","title":"Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms","version":1},"reference_index":59,"source":"pdf_text","source_observed_at":"2026-08-07T12:53:00.144459Z"},"links":{"citing_paper":"/paper/2505.23347"},"observation_digest":"sha256:429162a7d4807edcbcae84087707fd7ec1262ece7310589e0784c6e5c2f5f43c","observation_id":"e43b7bae-a647-4b2d-8f61-749a71626788","resolution":{"observed_at":"2026-08-07T12:53:01.436648Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-16T06:30:59.297886+00:00","source":"crossref"},{"observed_at":"2026-08-16T06:30:54.164669+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T12:53:01.073509Z","title":"Deeplive: Qoe opti- mization for live video streaming through deep reinforcement learning,","venue":null,"work_id":"6b4c19e6-fd70-47ed-867a-717aa91d6993","year":2019},"citing_paper":{"arxiv_id":"2505.23347","last_updated":"2025-05-29T11:11:20Z","snapshot_observed_at":"2026-08-15T15:57:20.727834Z","submitted_at":"2025-05-29T11:11:20Z","title":"Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms","version":1},"reference_index":60,"source":"pdf_text","source_observed_at":"2026-08-07T12:53:00.196320Z"},"links":{"citing_paper":"/paper/2505.23347"},"observation_digest":"sha256:89af783682b7d4c25aab4b16013068ca7a9fb05565eae5fce701a00a22f8b4bf","observation_id":"0e969aa1-b27c-43d6-8a01-4bbcf0840a64","resolution":{"observed_at":"2026-08-07T12:53:01.172679Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-16T06:30:59.297886+00:00","source":"crossref"},{"observed_at":"2026-08-16T06:30:54.164669+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2401.08615","last_updated":"2023-12-01T23:30:45Z","snapshot_observed_at":"2026-08-16T14:38:19.568495Z","submitted_at":"2023-12-01T23:30:45Z","title":"Online Anomaly Detection over Live Social Video Streaming","version":1},"cited_work":{"arxiv_id":"2401.08615","doi":null,"metadata_source":"pith","pith_arxiv_id":"2401.08615","snapshot_observed_at":"2026-08-07T12:53:00.755087Z","title":"Online Anomaly Detection over Live Social Video Streaming","venue":"cs.CV","work_id":"97036400-1a8c-41d7-b739-5ddf65349d09","year":2023},"citing_paper":{"arxiv_id":"2505.23347","last_updated":"2025-05-29T11:11:20Z","snapshot_observed_at":"2026-08-15T15:57:20.727834Z","submitted_at":"2025-05-29T11:11:20Z","title":"Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms","version":1},"reference_index":61,"source":"pdf_text","source_observed_at":"2026-08-07T12:53:00.260431Z"},"links":{"cited_paper":"/paper/2401.08615","citing_paper":"/paper/2505.23347"},"observation_digest":"sha256:c330c46f2b66e5ba32b8ad50f07121323921b7eebf2b56addd56e687a17bc814","observation_id":"dcc3f4f1-c34a-4e37-8bee-212454f2d908","resolution":{"observed_at":"2026-08-07T12:53:00.825936Z","resolver_source":"local_arxiv","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-16T06:30:59.297886+00:00","source":"crossref"},{"observed_at":"2026-08-16T06:30:54.164669+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T12:53:00.920535Z","title":"Digital twin- based job shop anomaly detection and dynamic scheduling,","venue":null,"work_id":"3ee0f9eb-a5a5-43a0-b0d3-4c57c432a089","year":2023},"citing_paper":{"arxiv_id":"2505.23347","last_updated":"2025-05-29T11:11:20Z","snapshot_observed_at":"2026-08-15T15:57:20.727834Z","submitted_at":"2025-05-29T11:11:20Z","title":"Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms","version":1},"reference_index":62,"source":"pdf_text","source_observed_at":"2026-08-07T12:53:00.336491Z"},"links":{"citing_paper":"/paper/2505.23347"},"observation_digest":"sha256:c047a39519544ed1eaf4e7fee2f6482ef5cb81ccd63612a75ee0e5177a52493d","observation_id":"d430ce2d-6c5a-4a8d-9911-c92794653f53","resolution":{"observed_at":"2026-08-07T12:53:00.973978Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-16T06:30:59.297886+00:00","source":"crossref"},{"observed_at":"2026-08-16T06:30:54.164669+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2001.03314","last_updated":"2020-01-10T05:29:17Z","snapshot_observed_at":"2026-08-07T17:49:45.152959Z","submitted_at":"2020-01-10T05:29:17Z","title":"Adaptive Anomaly Detection for IoT Data in Hierarchical Edge Computing","version":1},"cited_work":{"arxiv_id":"2001.03314","doi":null,"metadata_source":"pith","pith_arxiv_id":"2001.03314","snapshot_observed_at":"2026-08-07T12:53:00.559751Z","title":"Adaptive Anomaly Detection for IoT Data in Hierarchical Edge Computing","venue":"cs.LG","work_id":"bb1e1c0e-40ec-4acf-82ae-8577f0eea350","year":2020},"citing_paper":{"arxiv_id":"2505.23347","last_updated":"2025-05-29T11:11:20Z","snapshot_observed_at":"2026-08-15T15:57:20.727834Z","submitted_at":"2025-05-29T11:11:20Z","title":"Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms","version":1},"reference_index":63,"source":"pdf_text","source_observed_at":"2026-08-07T12:53:00.440050Z"},"links":{"cited_paper":"/paper/2001.03314","citing_paper":"/paper/2505.23347"},"observation_digest":"sha256:8c5f99aa86b9e6dcd5b0bcd36b6ad86a85445cf993b8ef1857fc8826d2752685","observation_id":"1bfb9ea2-b705-494e-80b5-241d254e6faa","resolution":{"observed_at":"2026-08-07T12:53:00.622830Z","resolver_source":"local_arxiv","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-16T06:30:59.297886+00:00","source":"crossref"},{"observed_at":"2026-08-16T06:30:54.164669+00:00","source":"retraction_watch"}],"state":"measured"}}],"paper":{"arxiv_id":"2505.23347","last_updated":"2025-05-29T11:11:20Z","latest_version":1,"primary_category":"cs.LG","snapshot_observed_at":"2026-08-15T15:57:20.727834Z","submitted_at":"2025-05-29T11:11:20Z","title":"Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms"},"reference_resolution":{"displayed":63,"state_counts":{"malformed_identifier":0,"metadata_mismatch":0,"parse_uncertain":0,"unresolved":1,"verified_exact":2,"verified_fuzzy":60},"total_outbound_references":63},"refusal":"A citation records a reference. It does not transfer a finding from one paper to another.","schema":"pith.paper-citation-record.v1","standing_sources":[{"observed_at":"2026-08-16T06:30:59.297886+00:00","source":"crossref"},{"observed_at":"2026-08-16T06:30:54.164669+00:00","source":"retraction_watch"}],"thesis":"As of 16 August 2026, this Paper Citation Record lists 63 of 63 outbound references and 0 inbound Pith citation observations for arXiv:2505.23347."}