Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T12:53:00.440050Z
Paper Citation Record · LEDGER
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.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T12:53:00.440050Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-16T06:30:59.297886+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
63 of 63 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 6f881f48-4828-42ab-87f0-c5a4d972cb2c · outbound
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
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.
Observation eb283ec4-0e63-4c6c-b220-532de0b56aa3 · outbound
Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms Ugc vs aigc- an in-depth analysis,
Reference 2
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.
Observation baea0efc-92a5-462c-9065-488c9272d9aa · outbound
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
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.
Observation d2e36b09-cc53-46eb-8858-9167eeda4ca8 · outbound
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
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.
Observation c5ddd827-0089-4d3c-a749-0d139bb2dcb5 · outbound
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
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.
Observation ad44b5cc-5f44-4d95-aa03-cb8889834838 · outbound
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
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.
Observation 8d8a36e1-d12f-4af8-86ab-2af7bbf94516 · outbound
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
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.
Observation 78bf0146-999c-494c-9af6-a08d6bc20a6f · outbound
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
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.
Observation f9e57199-cee5-47b7-9681-fe75e80c8924 · outbound
Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms Cfa: A practical prediction system for video qoe optimization,
Reference 9
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.
Observation 53bca7d9-6c65-4ac5-afdf-94cffaf6cda1 · outbound
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
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.
Observation ef61c543-af03-46ed-9406-aa1a1ac653a2 · outbound
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
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.
Observation 94dd2b64-66d5-40b5-b7ad-d9182c0f7405 · outbound
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
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.
Observation f234e037-8f0a-4405-8ed4-a1a6f450ccfe · outbound
Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms Unreeling netflix: Understanding and improving multi-cdn movie delivery,
Reference 13
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.
Observation d53be8e2-fcda-4375-b185-51bd692a1e69 · outbound
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
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.
Observation 143121bc-0cf3-476c-9866-f38bb56dc69c · outbound
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
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.
Observation aeb2d06d-6efc-4946-9b02-2147e282ac46 · outbound
Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms Containerization and the paas cloud,
Reference 16
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.
Observation aa6c6b48-3ba4-47a3-be28-05d5dbc7d489 · outbound
Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms Profit-aware resource management for edge computing systems,
Reference 17
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.
Observation beddc836-5d2b-4bc8-9318-421abbfa2c9a · outbound
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
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.
Observation 322f2d78-89ce-416c-9313-2116aca71ea7 · outbound
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
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.
Observation 6860a094-ce24-4580-9367-93af949c82c4 · outbound
Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms Globally distributed content delivery,
Reference 20
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.
Observation 95ea7f55-c640-4463-aa7f-97077cb6660e · outbound
Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms Leveraging qoe heterogenity for large-scale livecaset scheduling,
Reference 21
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.
Observation be88a2a3-c38e-4861-8d7c-9664bc462d70 · outbound
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
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.
Observation add0d629-8330-4957-ac81-f783d83fa400 · outbound
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
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.
Observation 6e579b65-cd25-4129-9f15-a52f4910ecc5 · outbound
Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms A recurrent latent variable model for sequential data,
Reference 24
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.
Observation 900734ac-852a-4416-99e8-1ab1eb95962f · outbound
Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms World cup streaming suffers major problems in australia
Reference 25
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.
Observation 6f24deec-ef3a-4d3f-a19c-f67a8831b0f0 · outbound
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
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.
Observation 7f62a453-5969-414a-b9a7-22ab0df45eea · outbound
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
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.
Observation 932d2920-7249-4bac-8b06-6a370124187f · outbound
Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms Auto-Encoding Variational Bayes
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 91d7e7ab-9d49-44c7-a58a-a66b17c39afe · outbound
Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms Time-series anomaly detection service at microsoft,
Reference 29
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.
Observation afdcf926-1ba0-4a46-afee-59e8b3e83487 · outbound
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
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.
Observation 6d87c3bf-5058-4caf-b24f-87756e668832 · outbound
Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms Variational inference for dirichlet process mixtures,
Reference 31
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.
Observation 0d25fb29-7cb0-4644-a9dc-492a018fe805 · outbound
Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms Graph wavenet for deep spatial-temporal graph modeling,
Reference 32
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.
Observation bbf7e1c4-321e-4c30-9b4c-68122501c349 · outbound
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
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.
Observation 6a9a09fc-0d47-45ce-809e-0183e10d904c · outbound
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
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.
Observation f4693129-6c20-4abe-899a-1d37efad60b4 · outbound
Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms Iot scheduling for higher throughput and lower transmission power,
Reference 35
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.
Observation 81257e78-035c-48ca-8db1-f89ee61d11c5 · outbound
Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms Towards optimizing task scheduling process in cloud environment,
Reference 36
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.
Observation 2b1aa2c6-16ea-4a62-b5ec-90bc44745177 · outbound
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
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.
Observation 3a192018-2aa9-488a-b6ec-c1eb8993d87f · outbound
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
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.
Observation 7c9eeed1-6bc1-44b5-bb88-b7ce10c1a566 · outbound
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
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.
Observation 85eec1aa-2bb0-4f95-adad-9e4aa35f44d3 · outbound
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
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.
Observation 0cefcf24-278f-4c40-9ecb-9f156b582d2d · outbound
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
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.
Observation 46114982-f414-487d-af39-581e2d55181f · outbound
Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms Optimal control for generalized network- flow problems,
Reference 42
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.
Observation 15e13b1c-3f1a-4aa2-a0bc-026522c305d0 · outbound
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
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.
Observation e6bdc2b8-ad5a-4562-8df3-4e94dcbab7c6 · outbound
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
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.
Observation 60ac6de8-0f0f-4af3-ba5a-c30a068014f7 · outbound
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
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.
Observation f59c4711-20b5-4c84-b1df-79496145839a · outbound
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
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.
Observation c0af8d09-4324-4361-ac33-799f7325ef8d · outbound
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
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.
Observation 38fa1728-626b-4537-b851-7335228e3ad9 · outbound
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
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.
Observation bae539f4-24ef-494f-a137-6b438ba2294c · outbound
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
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.
Observation 2b485862-4314-436c-b39b-39137bb2de5a · outbound
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
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.
Observation 1a8da6e8-ec74-4f82-9931-49ad431b1b39 · outbound
Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms Towards optimal low- latency live video streaming,
Reference 51
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.
Observation 9911d04a-84f0-4ede-91a6-4c88211d4f6f · outbound
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
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.
Observation edba67c2-9998-4180-8c45-2d69cf05741b · outbound
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
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.
Observation fa2321b9-07c9-4bb2-ac64-a8071066d858 · outbound
Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms Adaptive qos-aware multipath congestion control for live streaming,
Reference 54
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.
Observation 068cf29a-9c10-4916-8e76-a20893e19c4b · outbound
Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms Evaluation of machine learn- ing algorithms for anomaly detection,
Reference 55
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.
Observation 76e6db9d-a59c-4d98-81d6-89d58366097e · outbound
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
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.
Observation d79d8da1-26ed-46cf-9484-c49b005e4fab · outbound
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
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.
Observation df3afb1d-d498-4acb-b4c9-0f5b8d7070e1 · outbound
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
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.
Observation e43b7bae-a647-4b2d-8f61-749a71626788 · outbound
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
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.
Observation 0e969aa1-b27c-43d6-8a01-4bbcf0840a64 · outbound
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
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.
Observation dcc3f4f1-c34a-4e37-8bee-212454f2d908 · outbound
Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms Online Anomaly Detection over Live Social Video Streaming
Reference 61
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.
Observation d430ce2d-6c5a-4a8d-9911-c92794653f53 · outbound
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
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.
Observation 1bfb9ea2-b705-494e-80b5-241d254e6faa · outbound
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
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.
No inbound Pith citation observations are available.