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Paper Citation Record · LEDGER

Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms

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.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2505.23347 v1

Coverage vector

measured 63 of 63 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T12:53:00.440050Z

measured 63 of 63 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-16T06:30:59.297886+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: cited_works

Reference resolution

63 of 63 outbound references displayed

  • verified exact2
  • verified fuzzy60
  • unresolved1
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 6f881f48-4828-42ab-87f0-c5a4d972cb2c · outbound

This paper cites Live streaming statistics 2023: Facts about live streaming in the u.s.

Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms Live streaming statistics 2023: Facts about live streaming in the u.s

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:53:12.599216Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

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Observation eb283ec4-0e63-4c6c-b220-532de0b56aa3 · outbound

This paper cites Ugc vs aigc- an in-depth analysis,.

Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms Ugc vs aigc- an in-depth analysis,

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:53:12.278538Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T12:52:53.017591Z digest=sha256:6abc4c7fe6f2322b051daf60199387dff8f8fad44ea3e4c0f156641851857c07

Observation baea0efc-92a5-462c-9065-488c9272d9aa · outbound

This paper cites User mapping strategy in multi-cdn streaming: A data-driven approach,.

Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms User mapping strategy in multi-cdn streaming: A data-driven approach,

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:53:12.019713Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T12:52:53.118338Z digest=sha256:ce2ed5a9133c7b18035c39d5a65e107f5e8bc61c3f243f997e34ce94306a04f5

Observation d2e36b09-cc53-46eb-8858-9167eeda4ca8 · outbound

This paper cites On Uploading Behavior and Optimizations of a Mobile Live Streaming Service,.

Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms On Uploading Behavior and Optimizations of a Mobile Live Streaming Service,

Reference 4

Resolution
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raw_fallback, observed 2026-08-07T12:53:11.777210Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T12:52:53.182924Z digest=sha256:178fc6cd63583ef08c6ec48f971725be5663c64b8d77dd1d33f92c8c485c96b8

Observation c5ddd827-0089-4d3c-a749-0d139bb2dcb5 · outbound

This paper cites Look Ahead at the First-mile in Livecast with Crowdsourced Highlight Prediction,.

Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms Look Ahead at the First-mile in Livecast with Crowdsourced Highlight Prediction,

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:53:11.481425Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T12:52:53.308607Z digest=sha256:ec136e78b89d911d20994f10468d7af852244173e000c879ad4dedeadedea227

Observation ad44b5cc-5f44-4d95-aa03-cb8889834838 · outbound

This paper cites QoE-Aware Resource Allocation for Crowdsourced Live Streaming: A Machine Learning Approach,.

Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms QoE-Aware Resource Allocation for Crowdsourced Live Streaming: A Machine Learning Approach,

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:53:11.287326Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T12:52:53.427749Z digest=sha256:5e0111cd9e18a0ea9ab7f12a24cd2740e8c30b17f627e668e7b3539df127bf4a

Observation 8d8a36e1-d12f-4af8-86ab-2af7bbf94516 · outbound

This paper cites Proactive Video Push for Optimizing Bandwidth Consumption in Hybrid CDN-P2P V oD Systems,.

Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms Proactive Video Push for Optimizing Bandwidth Consumption in Hybrid CDN-P2P V oD Systems,

Reference 7

Resolution
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raw_fallback, observed 2026-08-07T12:53:11.143571Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T12:52:53.500544Z digest=sha256:abecfa5c4d9e5c8c643a76c7fb92397cc4bc61cc5cbd618cd5f7aab14f0d3f84

Observation 78bf0146-999c-494c-9af6-a08d6bc20a6f · outbound

This paper cites Aggcast: Practical cost-effective scheduling for large-scale cloud-edge crowdsourced live streaming,.

Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms Aggcast: Practical cost-effective scheduling for large-scale cloud-edge crowdsourced live streaming,

Reference 8

Resolution
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raw_fallback, observed 2026-08-07T12:53:11.003597Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T12:52:53.588586Z digest=sha256:0c328fc737d1f82df0b60fb58c768d3c82454eae4cab527ca6e4919af4a53bc6

Observation f9e57199-cee5-47b7-9681-fe75e80c8924 · outbound

This paper cites Cfa: A practical prediction system for video qoe optimization,.

Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms Cfa: A practical prediction system for video qoe optimization,

Reference 9

Resolution
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raw_fallback, observed 2026-08-07T12:53:10.882916Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T12:52:53.719309Z digest=sha256:23d8465dcb48024481df5f3b46b6df8e87104e7450bd8a67a6d302a0c5623cb3

Observation 53bca7d9-6c65-4ac5-afdf-94cffaf6cda1 · outbound

This paper cites Integration of broadcaster and telco access networks for real time/live events,.

Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms Integration of broadcaster and telco access networks for real time/live events,

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:53:10.713750Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T12:52:53.831061Z digest=sha256:c3bce41a0870cd21bce02017d505ef76a375fb7b9dd347d84fdb48395b8fa181

Observation ef61c543-af03-46ed-9406-aa1a1ac653a2 · outbound

This paper cites Video caching, analytics, and delivery at the wireless edge: a survey and future directions,.

Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms Video caching, analytics, and delivery at the wireless edge: a survey and future directions,

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:53:10.575668Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T12:52:53.940058Z digest=sha256:51effb88214c4c1e0fb56dca39557aa9d14fcfe4e0d811fa9dccf087841838df

Observation 94dd2b64-66d5-40b5-b7ad-d9182c0f7405 · outbound

This paper cites A contemporary survey on live video streaming from a computation- driven perspective,.

Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms A contemporary survey on live video streaming from a computation- driven perspective,

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:53:10.435884Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T12:52:54.021860Z digest=sha256:1623da29b2e4ff22769fd76fbf239fe33a39e166dbcd413c97b003855a40f127

Observation f234e037-8f0a-4405-8ed4-a1a6f450ccfe · outbound

This paper cites Unreeling netflix: Understanding and improving multi-cdn movie delivery,.

Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms Unreeling netflix: Understanding and improving multi-cdn movie delivery,

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:53:10.283658Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T12:52:54.189290Z digest=sha256:972ff8c46b15c7deb8060dd4e344615228dd808cf0a8c18476ad8aa123641aae

Observation d53be8e2-fcda-4375-b185-51bd692a1e69 · outbound

This paper cites Enhancing the crowdsourced live streaming: A deep reinforcement learning approach,.

Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms Enhancing the crowdsourced live streaming: A deep reinforcement learning approach,

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:53:10.136532Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T12:52:54.283940Z digest=sha256:0124cf4131e1ff829e771ed99ba1b3db73e13054499aeb1b3c00d0e08b1c8cf0

Observation 143121bc-0cf3-476c-9866-f38bb56dc69c · outbound

This paper cites Resource management for infras- tructure as a service (iaas) in cloud computing: A survey,.

Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms Resource management for infras- tructure as a service (iaas) in cloud computing: A survey,

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:53:10.015890Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T12:52:54.357223Z digest=sha256:ca7d99597f5d732806a87ce412642c8f9182fb2c30af283353531f7ef204e1c5

Observation aeb2d06d-6efc-4946-9b02-2147e282ac46 · outbound

This paper cites Containerization and the paas cloud,.

Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms Containerization and the paas cloud,

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:53:09.865604Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T12:52:54.450728Z digest=sha256:53f7cc01b8c4a526fddaf0a02dec215ffe7b84a34f75e9918f68abc4ede5aea0

Observation aa6c6b48-3ba4-47a3-be28-05d5dbc7d489 · outbound

This paper cites Profit-aware resource management for edge computing systems,.

Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms Profit-aware resource management for edge computing systems,

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:53:09.724890Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T12:52:54.552070Z digest=sha256:ce93c21b3503c5b399921a79f1b12809ba0e851c0c5b8163d9632d3749911c45

Observation beddc836-5d2b-4bc8-9318-421abbfa2c9a · outbound

This paper cites Proactive video push for optimizing bandwidth consumption in hybrid cdn-p2p vod systems,.

Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms Proactive video push for optimizing bandwidth consumption in hybrid cdn-p2p vod systems,

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:53:09.483555Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T12:52:54.630058Z digest=sha256:decc073507890c8c0d366b0c98333e3a9d1a8f62de5d410d4dc8128da4b3d710

Observation 322f2d78-89ce-416c-9313-2116aca71ea7 · outbound

This paper cites Intelligent edge-assisted crowdcast with deep reinforcement learning for personalized qoe,.

Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms Intelligent edge-assisted crowdcast with deep reinforcement learning for personalized qoe,

Reference 19

Resolution
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raw_fallback, observed 2026-08-07T12:53:09.297584Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T12:52:54.736154Z digest=sha256:cf9fd93650c4affe5b2136f988ffbc6e98ae9dd6d4132ac89e0836da9b8f523e

Observation 6860a094-ce24-4580-9367-93af949c82c4 · outbound

This paper cites Globally distributed content delivery,.

Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms Globally distributed content delivery,

Reference 20

Resolution
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raw_fallback, observed 2026-08-07T12:53:09.043938Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T12:52:54.858742Z digest=sha256:36c3a2324801f6466b3017aa4476e941e32003c061618586261c4846008e1e07

Observation 95ea7f55-c640-4463-aa7f-97077cb6660e · outbound

This paper cites Leveraging qoe heterogenity for large-scale livecaset scheduling,.

Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms Leveraging qoe heterogenity for large-scale livecaset scheduling,

Reference 21

Resolution
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raw_fallback, observed 2026-08-07T12:53:08.760570Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T12:52:55.015523Z digest=sha256:6a90f2ba7283f6d2def564a9abd04268c9931380d0a369ce5c42a88cb7278100

Observation be88a2a3-c38e-4861-8d7c-9664bc462d70 · outbound

This paper cites Deepcast: Towards personalized qoe for edge-assisted crowdcast with deep reinforcement learning,.

Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms Deepcast: Towards personalized qoe for edge-assisted crowdcast with deep reinforcement learning,

Reference 22

Resolution
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raw_fallback, observed 2026-08-07T12:53:08.511950Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T12:52:55.172837Z digest=sha256:42c40dea5fee5f07120124f5ee573712576117fc9caaab0dd38775cabaa91973

Observation add0d629-8330-4957-ac81-f783d83fa400 · outbound

This paper cites Livesmart: A qos-guaranteed cost-minimum framework of viewer scheduling for crowdsourced live streaming,.

Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms Livesmart: A qos-guaranteed cost-minimum framework of viewer scheduling for crowdsourced live streaming,

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:53:08.348487Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T12:52:55.353216Z digest=sha256:067774c15e2e14fed911d8f4f3e2b9a20e66f65f2edad51ed4e1c358303d8c9f

Observation 6e579b65-cd25-4129-9f15-a52f4910ecc5 · outbound

This paper cites A recurrent latent variable model for sequential data,.

Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms A recurrent latent variable model for sequential data,

Reference 24

Resolution
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raw_fallback, observed 2026-08-07T12:53:08.137584Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T12:52:55.480146Z digest=sha256:1b3b585c9bb8689ae35c4686591f642d08e562ce76571ef37eda7d090aa79546

Observation 900734ac-852a-4416-99e8-1ab1eb95962f · outbound

This paper cites World cup streaming suffers major problems in australia.

Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms World cup streaming suffers major problems in australia

Reference 25

Resolution
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raw_fallback, observed 2026-08-07T12:53:07.960672Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T12:52:55.602538Z digest=sha256:804f2fb5f3b34c27bc8f6b7857284889ac199fc2d695c0cecd7a98eb7a583408

Observation 6f24deec-ef3a-4d3f-a19c-f67a8831b0f0 · outbound

This paper cites Intelligent edge learning for personalized crowdsourced livecast: Challenges, opportuni- ties, and solutions,.

Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms Intelligent edge learning for personalized crowdsourced livecast: Challenges, opportuni- ties, and solutions,

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:53:07.752006Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T12:52:55.731354Z digest=sha256:19d05b00ee4df4054bf1f424d835c05c273e1795e6adfb6564290f0697915c53

Observation 7f62a453-5969-414a-b9a7-22ab0df45eea · outbound

This paper cites A large-scale holistic measurement of crowdsourced edge cloud platform,.

Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms A large-scale holistic measurement of crowdsourced edge cloud platform,

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:53:07.529040Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T12:52:55.875803Z digest=sha256:40adda3270f46de7033073e1383efeb656cb35aaf8ff16270d56df0add815c83

Observation 932d2920-7249-4bac-8b06-6a370124187f · outbound

This paper cites Auto-Encoding Variational Bayes.

Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms Auto-Encoding Variational Bayes

Reference 28

Resolution
unresolved
no resolver link, observed 2026-08-07T12:52:56.064296Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:52:56.064296Z digest=sha256:bfa202b7d237e2cdcf83035235499b20ec7e6e16fb665f535ae8982792140322

Observation 91d7e7ab-9d49-44c7-a58a-a66b17c39afe · outbound

This paper cites Time-series anomaly detection service at microsoft,.

Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms Time-series anomaly detection service at microsoft,

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:53:07.336432Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T12:52:56.216789Z digest=sha256:7140c908d5e7ee9638b916ae046f4bea2b589e85da3a486f5e6505c4def36d85

Observation afdcf926-1ba0-4a46-afee-59e8b3e83487 · outbound

This paper cites Electric vehicle fleet size and trip pricing for one-way carsharing services considering vehicle relocation and per- sonnel assignment,.

Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms Electric vehicle fleet size and trip pricing for one-way carsharing services considering vehicle relocation and per- sonnel assignment,

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:53:07.126313Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T12:52:56.346272Z digest=sha256:0cdfbf3ff6733c3694346fdb150369888e72c65c8340515dae4c1a3ff81034ca

Observation 6d87c3bf-5058-4caf-b24f-87756e668832 · outbound

This paper cites Variational inference for dirichlet process mixtures,.

Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms Variational inference for dirichlet process mixtures,

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:53:07.048850Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T12:52:56.473946Z digest=sha256:6ae5dfa44594ef472cd34763e11e6b6c951f067f84063cefe9a0aeeb859bd9eb

Observation 0d25fb29-7cb0-4644-a9dc-492a018fe805 · outbound

This paper cites Graph wavenet for deep spatial-temporal graph modeling,.

Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms Graph wavenet for deep spatial-temporal graph modeling,

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:53:06.939222Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T12:52:56.653049Z digest=sha256:07bbef1a910d57380404a4516ed9427c2ad9b87544a19db32b182bf531a099aa

Observation bbf7e1c4-321e-4c30-9b4c-68122501c349 · outbound

This paper cites Robust anomaly detection for multivariate time series through stochastic recurrent neural network,.

Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms Robust anomaly detection for multivariate time series through stochastic recurrent neural network,

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:53:06.731541Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T12:52:56.773923Z digest=sha256:144439c352949c8325bc65837482a17d428c4cf9a370c8fcf677f668702823a3

Observation 6a9a09fc-0d47-45ce-809e-0183e10d904c · outbound

This paper cites Seer: Proactive revenue-aware scheduling for live streaming services in crowdsourced cloud-edge platforms,.

Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms Seer: Proactive revenue-aware scheduling for live streaming services in crowdsourced cloud-edge platforms,

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:53:06.462354Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T12:52:56.929856Z digest=sha256:b297a7c651dfda8e477b6b4881de2151718ac77eb474f4a9f15abb880876d533

Observation f4693129-6c20-4abe-899a-1d37efad60b4 · outbound

This paper cites Iot scheduling for higher throughput and lower transmission power,.

Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms Iot scheduling for higher throughput and lower transmission power,

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:53:06.197513Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T12:52:57.078286Z digest=sha256:e49ac732809f6c21366d653b773c1d6a581539ff56e11fd0d5676f99cd86d6b4

Observation 81257e78-035c-48ca-8db1-f89ee61d11c5 · outbound

This paper cites Towards optimizing task scheduling process in cloud environment,.

Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms Towards optimizing task scheduling process in cloud environment,

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:53:06.018014Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T12:52:57.234745Z digest=sha256:d5818781935d9c611f0e9dbe5150fdd7086111b86e5542a5d782155cdb058ea6

Observation 2b1aa2c6-16ea-4a62-b5ec-90bc44745177 · outbound

This paper cites A scheduling algorithm to maximize storm throughput in heterogeneous cluster,.

Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms A scheduling algorithm to maximize storm throughput in heterogeneous cluster,

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:53:05.853865Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T12:52:57.397696Z digest=sha256:554d4806a561ec0e387d302dbe5e89a2b2401a762c654f52f4169ed5384fecff

Observation 3a192018-2aa9-488a-b6ec-c1eb8993d87f · outbound

This paper cites Machine learning methods for reliable resource provisioning in edge-cloud computing: A survey,.

Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms Machine learning methods for reliable resource provisioning in edge-cloud computing: A survey,

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:53:05.616196Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T12:52:57.534712Z digest=sha256:93667ed5b2c09dd9bee9b79f730e8a4be26695dfae8426d867e3e2cc87ec2ab1

Observation 7c9eeed1-6bc1-44b5-bb88-b7ce10c1a566 · outbound

This paper cites From cloud to edge: a first look at public edge platforms,.

Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms From cloud to edge: a first look at public edge platforms,

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:53:05.445542Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T12:52:57.705160Z digest=sha256:1ff4f2010cd47838564a37e9fdc98eede79a1834ff1ccd0a07a341539105f466

Observation 85eec1aa-2bb0-4f95-adad-9e4aa35f44d3 · outbound

This paper cites A branch-and-cut algorithm for the dial-a-ride problem,.

Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms A branch-and-cut algorithm for the dial-a-ride problem,

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:53:05.259008Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T12:52:57.885660Z digest=sha256:8918dd37d329ff66a9c3b2d200d5504f481b146ca829ffa2719eb947d368133a

Observation 0cefcf24-278f-4c40-9ecb-9f156b582d2d · outbound

This paper cites A universal transcoding and transmission method for livecast with networked multi-agent reinforcement learning,.

Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms A universal transcoding and transmission method for livecast with networked multi-agent reinforcement learning,

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:53:05.104181Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T12:52:58.054218Z digest=sha256:76b4788ece2a13c716f765196c04cc9ecf08f2ef487d151566f4ae0be4d16add

Observation 46114982-f414-487d-af39-581e2d55181f · outbound

This paper cites Optimal control for generalized network- flow problems,.

Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms Optimal control for generalized network- flow problems,

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:53:04.907969Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T12:52:58.275864Z digest=sha256:50745035c4a6fd6779501fea543388036fb0cf6e4fb7d24b9f20312d6fa4ec2f

Observation 15e13b1c-3f1a-4aa2-a0bc-026522c305d0 · outbound

This paper cites Rldish: Edge-assisted qoe optimization of http live streaming with reinforcement learning,.

Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms Rldish: Edge-assisted qoe optimization of http live streaming with reinforcement learning,

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:53:04.684177Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T12:52:58.404044Z digest=sha256:c3d428b2181b6ee09cce3758d4296213a4e0c77407d1ddde7b12d5f21e452325

Observation e6bdc2b8-ad5a-4562-8df3-4e94dcbab7c6 · outbound

This paper cites One for all: Unified workload prediction for dynamic multi-tenant edge cloud platforms,.

Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms One for all: Unified workload prediction for dynamic multi-tenant edge cloud platforms,

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:53:04.473641Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T12:52:58.547815Z digest=sha256:83523499eeca7db47faa21fbb4ae1176c090a3e821349516c6b11c38414108de

Observation 60ac6de8-0f0f-4af3-ba5a-c30a068014f7 · outbound

This paper cites Spatio-temporal-social multi-feature-based fine-grained hot spots prediction for content delivery services in 5g era,.

Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms Spatio-temporal-social multi-feature-based fine-grained hot spots prediction for content delivery services in 5g era,

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:53:04.281711Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T12:52:58.633987Z digest=sha256:32599d84816d1d7a3a04d50a665140d7927b04ffa275069cdcdda1fd3aa63e56

Observation f59c4711-20b5-4c84-b1df-79496145839a · outbound

This paper cites Com- boptnet: Fit the right np-hard problem by learning integer programming constraints,.

Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms Com- boptnet: Fit the right np-hard problem by learning integer programming constraints,

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:53:04.065311Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T12:52:58.699792Z digest=sha256:8f566b686936d053a8270f0c31253f015ce5d1d852a96a0171df1a218d50d882

Observation c0af8d09-4324-4361-ac33-799f7325ef8d · outbound

This paper cites Lalisa: Adaptive bitrate ladder optimization in http-based adaptive live streaming,.

Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms Lalisa: Adaptive bitrate ladder optimization in http-based adaptive live streaming,

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:53:03.880437Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T12:52:58.815262Z digest=sha256:390926f6f1f0737b9fcb9dcd95e13ea6c8aeadfdbd86037d0d01654490e12db5

Observation 38fa1728-626b-4537-b851-7335228e3ad9 · outbound

This paper cites A systematic review of service level management in the cloud,.

Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms A systematic review of service level management in the cloud,

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:53:03.688697Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T12:52:58.948940Z digest=sha256:064073d7ad30218ffa79359760cfa92d484139b853b86620978d0403280e6e10

Observation bae539f4-24ef-494f-a137-6b438ba2294c · outbound

This paper cites Qoe management of multimedia stream- ing services in future networks: A tutorial and survey,.

Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms Qoe management of multimedia stream- ing services in future networks: A tutorial and survey,

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:53:03.449754Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T12:52:59.071710Z digest=sha256:6089b5d5f341d4301463e9f36dfec68ab59b892ebab0bc5e45c4e280bd6d3918

Observation 2b485862-4314-436c-b39b-39137bb2de5a · outbound

This paper cites 4d-map: Multipath adaptive packet scheduling for live streaming over quic,.

Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms 4d-map: Multipath adaptive packet scheduling for live streaming over quic,

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:53:03.213982Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T12:52:59.204402Z digest=sha256:8654643027910e3e587ca9c8289f22937f5f8538e9a90379748e146b21726ac1

Observation 1a8da6e8-ec74-4f82-9931-49ad431b1b39 · outbound

This paper cites Towards optimal low- latency live video streaming,.

Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms Towards optimal low- latency live video streaming,

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:53:03.002392Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T12:52:59.327400Z digest=sha256:1ebf460f91bec2c2add9d191e0fb9dc6cc141f645effd67e6502c5cc5c9e879e

Observation 9911d04a-84f0-4ede-91a6-4c88211d4f6f · outbound

This paper cites Tclivi: Transmission control in live video streaming based on deep reinforcement learning,.

Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms Tclivi: Transmission control in live video streaming based on deep reinforcement learning,

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:53:02.791611Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T12:52:59.460547Z digest=sha256:e3634cac4aa1f4cdae49575955a49a3f8953ca926e6832680601622f97a59bfd

Observation edba67c2-9998-4180-8c45-2d69cf05741b · outbound

This paper cites Greenabr: Energy-aware adaptive bitrate streaming with deep reinforcement learning,.

Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms Greenabr: Energy-aware adaptive bitrate streaming with deep reinforcement learning,

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:53:02.526405Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T12:52:59.567521Z digest=sha256:c78ad68916c7ccb0f3211d0f58e18bde146d616afdc5d3285b18c468d27435d4

Observation fa2321b9-07c9-4bb2-ac64-a8071066d858 · outbound

This paper cites Adaptive qos-aware multipath congestion control for live streaming,.

Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms Adaptive qos-aware multipath congestion control for live streaming,

Reference 54

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:53:02.382857Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T12:52:59.697251Z digest=sha256:6d5d43ece238e4beb5def5036f09dbf6887be8b4a454a78df7138bb38fd6da8c

Observation 068cf29a-9c10-4916-8e76-a20893e19c4b · outbound

This paper cites Evaluation of machine learn- ing algorithms for anomaly detection,.

Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms Evaluation of machine learn- ing algorithms for anomaly detection,

Reference 55

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:53:02.180971Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T12:52:59.868161Z digest=sha256:3f664c8032d81545ea38457bba7a1fb797d4f423564c5b2686d999d3d1d918d5

Observation 76e6db9d-a59c-4d98-81d6-89d58366097e · outbound

This paper cites Cur- coedge: Curiosity-driven collaborative request scheduling in edge-cloud systems,.

Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms Cur- coedge: Curiosity-driven collaborative request scheduling in edge-cloud systems,

Reference 56

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:53:02.050575Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T12:52:59.923919Z digest=sha256:0d6998aee5f4a067d94c2181c5a3be1cb157ba5f8f602a32a3cd1ef685a59336

Observation d79d8da1-26ed-46cf-9484-c49b005e4fab · outbound

This paper cites Fine-grained spatio-temporal distribution prediction of mobile content delivery in 5g ultra-dense networks,.

Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms Fine-grained spatio-temporal distribution prediction of mobile content delivery in 5g ultra-dense networks,

Reference 57

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:53:01.957607Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T12:52:59.983004Z digest=sha256:7d15b950da39322e9c0ee7550dd8b30b907b6cc4d7542b16f6c77be6a4bbaf34

Observation df3afb1d-d498-4acb-b4c9-0f5b8d7070e1 · outbound

This paper cites Qarc: Video quality aware rate control for real-time video streaming based on deep reinforcement learning,.

Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms Qarc: Video quality aware rate control for real-time video streaming based on deep reinforcement learning,

Reference 58

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:53:01.714480Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T12:53:00.051399Z digest=sha256:9f63562ed3f739e4ddd967590ef252e4bd37b106923b594d4c6d5c66edf44038

Observation e43b7bae-a647-4b2d-8f61-749a71626788 · outbound

This paper cites Ppo-abr: Proximal policy optimization based deep reinforcement learning for adaptive bitrate streaming,.

Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms Ppo-abr: Proximal policy optimization based deep reinforcement learning for adaptive bitrate streaming,

Reference 59

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:53:01.436648Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T12:53:00.144459Z digest=sha256:429162a7d4807edcbcae84087707fd7ec1262ece7310589e0784c6e5c2f5f43c

Observation 0e969aa1-b27c-43d6-8a01-4bbcf0840a64 · outbound

This paper cites Deeplive: Qoe opti- mization for live video streaming through deep reinforcement learning,.

Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms Deeplive: Qoe opti- mization for live video streaming through deep reinforcement learning,

Reference 60

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:53:01.172679Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T12:53:00.196320Z digest=sha256:89af783682b7d4c25aab4b16013068ca7a9fb05565eae5fce701a00a22f8b4bf

Observation dcc3f4f1-c34a-4e37-8bee-212454f2d908 · outbound

This paper cites Online Anomaly Detection over Live Social Video Streaming.

Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms Online Anomaly Detection over Live Social Video Streaming

Reference 61

Resolution
verified exact
local_arxiv, observed 2026-08-07T12:53:00.825936Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T12:53:00.260431Z digest=sha256:c330c46f2b66e5ba32b8ad50f07121323921b7eebf2b56addd56e687a17bc814

Observation d430ce2d-6c5a-4a8d-9911-c92794653f53 · outbound

This paper cites Digital twin- based job shop anomaly detection and dynamic scheduling,.

Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms Digital twin- based job shop anomaly detection and dynamic scheduling,

Reference 62

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:53:00.973978Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T12:53:00.336491Z digest=sha256:c047a39519544ed1eaf4e7fee2f6482ef5cb81ccd63612a75ee0e5177a52493d

Observation 1bfb9ea2-b705-494e-80b5-241d254e6faa · outbound

This paper cites Adaptive Anomaly Detection for IoT Data in Hierarchical Edge Computing.

Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms Adaptive Anomaly Detection for IoT Data in Hierarchical Edge Computing

Reference 63

Resolution
verified exact
local_arxiv, observed 2026-08-07T12:53:00.622830Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T12:53:00.440050Z digest=sha256:8c5f99aa86b9e6dcd5b0bcd36b6ad86a85445cf993b8ef1857fc8826d2752685

Pith citing papers

No inbound Pith citation observations are available.