Paper Citation Record · LEDGER

Supervised Learning-enhanced Multi-Group Actor Critic for Live Stream Allocation in Feed

As of 13 August 2026, this Paper Citation Record lists 54 of 54 outbound references and 0 inbound Pith citation observations for arXiv:2412.10381.

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

pith.paper-citation-record.v1
2412.10381 v6

Coverage vector

measured 54 of 54 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-12T10:52:51.209612Z

measured 54 of 54 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-13T06:32:02.005865+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

54 of 54 outbound references displayed

verified exact1
verified fuzzy2
unresolved51
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 64f099f3-d1f3-4328-8012-531c454297fb · outbound

This paper cites an unresolved cited work.

Supervised Learning-enhanced Multi-Group Actor Critic for Live Stream Allocation in Feed Unresolved cited work

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-12T10:52:50.901529Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1fff39fd-578e-4e45-acd4-03e000d6abd1 · outbound

This paper cites an unresolved cited work.

Supervised Learning-enhanced Multi-Group Actor Critic for Live Stream Allocation in Feed Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-12T10:52:52.376885Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 01d9a52f-8e31-4e17-82b0-193706de622d · outbound

This paper cites an unresolved cited work.

Supervised Learning-enhanced Multi-Group Actor Critic for Live Stream Allocation in Feed Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-12T10:52:52.355104Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 9065f912-361a-4080-a59c-89582523c400 · outbound

This paper cites Layer Normalization.

Supervised Learning-enhanced Multi-Group Actor Critic for Live Stream Allocation in Feed Layer Normalization

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-12T10:52:50.919588Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 457ce9d4-3850-4ac9-8573-b0578d12aed4 · outbound

This paper cites an unresolved cited work.

Supervised Learning-enhanced Multi-Group Actor Critic for Live Stream Allocation in Feed Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-12T10:52:52.335055Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation cb652757-3e23-4d7a-ad9a-7df23c1216fb · outbound

This paper cites an unresolved cited work.

Supervised Learning-enhanced Multi-Group Actor Critic for Live Stream Allocation in Feed Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-12T10:52:52.308969Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation dee0befc-c6ff-4548-845e-ce42d33ee679 · outbound

This paper cites an unresolved cited work.

Supervised Learning-enhanced Multi-Group Actor Critic for Live Stream Allocation in Feed Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-12T10:52:52.288283Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation a9908d34-5b8a-4ceb-b493-7461b271111a · outbound

This paper cites Ctrl-Z: Recovering from Instability in Reinforcement Learning.

Supervised Learning-enhanced Multi-Group Actor Critic for Live Stream Allocation in Feed Ctrl-Z: Recovering from Instability in Reinforcement Learning

Reference 8

Resolution: verified exact; local_arxiv, observed 2026-08-12T10:52:51.616774Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation e57e0058-f304-4c05-bc30-16dc62bbca8a · outbound

This paper cites an unresolved cited work.

Supervised Learning-enhanced Multi-Group Actor Critic for Live Stream Allocation in Feed Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-12T10:52:52.261799Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation cc3a6e52-a5f8-4c7f-9da5-5d5ed96e69d8 · outbound

This paper cites an unresolved cited work.

Supervised Learning-enhanced Multi-Group Actor Critic for Live Stream Allocation in Feed Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-12T10:52:52.215296Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation e87f761e-5451-4632-8dc7-05c2491bfcf2 · outbound

This paper cites How to Discount Deep Reinforcement Learning: Towards New Dynamic Strategies.

Supervised Learning-enhanced Multi-Group Actor Critic for Live Stream Allocation in Feed How to Discount Deep Reinforcement Learning: Towards New Dynamic Strategies

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-12T10:52:50.975419Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 430a1f3e-aa52-48e5-9780-1553eb46451b · outbound

This paper cites an unresolved cited work.

Supervised Learning-enhanced Multi-Group Actor Critic for Live Stream Allocation in Feed Unresolved cited work

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-12T10:52:50.981032Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a9ec3a37-7a2f-4e26-81e7-3cb8cc67aae1 · outbound

This paper cites an unresolved cited work.

Supervised Learning-enhanced Multi-Group Actor Critic for Live Stream Allocation in Feed Unresolved cited work

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-12T10:52:50.986616Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 56b63171-ae52-4571-b2dd-dc2b1dd07f9a · outbound

This paper cites an unresolved cited work.

Supervised Learning-enhanced Multi-Group Actor Critic for Live Stream Allocation in Feed Unresolved cited work

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-12T10:52:50.994745Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 89f5ebd3-5c39-4406-87e7-c4aeb4e1b1c5 · outbound

This paper cites an unresolved cited work.

Supervised Learning-enhanced Multi-Group Actor Critic for Live Stream Allocation in Feed Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-12T10:52:52.153821Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 3ab226f2-bbe4-4cbe-96ea-99c62b875988 · outbound

This paper cites an unresolved cited work.

Supervised Learning-enhanced Multi-Group Actor Critic for Live Stream Allocation in Feed Unresolved cited work

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-12T10:52:51.005598Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation efeb99d1-5b41-4865-b5f1-0bd44608f900 · outbound

This paper cites an unresolved cited work.

Supervised Learning-enhanced Multi-Group Actor Critic for Live Stream Allocation in Feed Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-12T10:52:52.118216Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 0fc87e8f-8cb7-4931-9698-422295d5a1e4 · outbound

This paper cites Distilling the Knowledge in a Neural Network.

Supervised Learning-enhanced Multi-Group Actor Critic for Live Stream Allocation in Feed Distilling the Knowledge in a Neural Network

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-12T10:52:51.025778Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4d466631-606a-4787-98f1-62ae1c57ea18 · outbound

This paper cites an unresolved cited work.

Supervised Learning-enhanced Multi-Group Actor Critic for Live Stream Allocation in Feed Unresolved cited work

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-12T10:52:51.032200Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a7b9165d-6a91-4a6b-be18-0445fc3677dc · outbound

This paper cites an unresolved cited work.

Supervised Learning-enhanced Multi-Group Actor Critic for Live Stream Allocation in Feed Unresolved cited work

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-12T10:52:51.037671Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b2eea160-de8b-4fd3-adac-3e3160e27180 · outbound

This paper cites Categorical Reparameterization with Gumbel-Softmax.

Supervised Learning-enhanced Multi-Group Actor Critic for Live Stream Allocation in Feed Categorical Reparameterization with Gumbel-Softmax

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-12T10:52:51.042612Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 20950dc5-63a0-4ffc-a921-a17b4d6c62b7 · outbound

This paper cites Adam: A Method for Stochastic Optimization.

Supervised Learning-enhanced Multi-Group Actor Critic for Live Stream Allocation in Feed Adam: A Method for Stochastic Optimization

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-12T10:52:51.048052Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e5fbd000-6110-4d7c-be91-894da1a99800 · outbound

This paper cites Offline Reinforcement Learning with Implicit Q-Learning.

Supervised Learning-enhanced Multi-Group Actor Critic for Live Stream Allocation in Feed Offline Reinforcement Learning with Implicit Q-Learning

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-12T10:52:51.053319Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 741ced39-92a4-4f54-8655-da519eea2461 · outbound

This paper cites an unresolved cited work.

Supervised Learning-enhanced Multi-Group Actor Critic for Live Stream Allocation in Feed Unresolved cited work

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-12T10:52:51.059103Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation acc28442-5077-4a70-9de7-9417e2acb2c1 · outbound

This paper cites Deep Reinforcement Learning: An Overview.

Supervised Learning-enhanced Multi-Group Actor Critic for Live Stream Allocation in Feed Deep Reinforcement Learning: An Overview

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-12T10:52:51.064060Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2a6dd38e-38a7-4e52-912c-c1b06da17367 · outbound

This paper cites an unresolved cited work.

Supervised Learning-enhanced Multi-Group Actor Critic for Live Stream Allocation in Feed Unresolved cited work

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-12T10:52:51.070010Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0bc94022-93e2-4ce4-97aa-c2acd243c02a · outbound

This paper cites Continuous control with deep reinforcement learning.

Supervised Learning-enhanced Multi-Group Actor Critic for Live Stream Allocation in Feed Continuous control with deep reinforcement learning

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-12T10:52:51.075855Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 39d264af-7691-4e38-bed8-49246624be64 · outbound

This paper cites an unresolved cited work.

Supervised Learning-enhanced Multi-Group Actor Critic for Live Stream Allocation in Feed Unresolved cited work

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-12T10:52:51.081802Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2608cd96-7ecc-4ac7-856d-af1e39f510aa · outbound

This paper cites Variance Reduction for Reinforcement Learning in Input-Driven Environments.

Supervised Learning-enhanced Multi-Group Actor Critic for Live Stream Allocation in Feed Variance Reduction for Reinforcement Learning in Input-Driven Environments

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-12T10:52:51.086889Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9f327761-2654-4db4-b769-26483708a99e · outbound

This paper cites an unresolved cited work.

Supervised Learning-enhanced Multi-Group Actor Critic for Live Stream Allocation in Feed Unresolved cited work

Reference 30

Resolution: unresolved; raw_fallback, observed 2026-08-12T10:52:51.983097Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation b18907ed-d891-4c8a-b115-96566cc2ec24 · outbound

This paper cites Playing Atari with Deep Reinforcement Learning.

Supervised Learning-enhanced Multi-Group Actor Critic for Live Stream Allocation in Feed Playing Atari with Deep Reinforcement Learning

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-12T10:52:51.098648Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 194adf29-264a-4641-adf2-90e49a3de292 · outbound

This paper cites an unresolved cited work.

Supervised Learning-enhanced Multi-Group Actor Critic for Live Stream Allocation in Feed Unresolved cited work

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-12T10:52:51.105407Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b491901a-80f8-419d-bf49-58afb7e334e5 · outbound

This paper cites AWAC: Accelerating Online Reinforcement Learning with Offline Datasets.

Supervised Learning-enhanced Multi-Group Actor Critic for Live Stream Allocation in Feed AWAC: Accelerating Online Reinforcement Learning with Offline Datasets

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-12T10:52:51.111006Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 93686276-b083-4f0c-9aeb-d98005ba99b9 · outbound

This paper cites Reward Estimation for Variance Reduction in Deep Reinforcement Learning.

Supervised Learning-enhanced Multi-Group Actor Critic for Live Stream Allocation in Feed Reward Estimation for Variance Reduction in Deep Reinforcement Learning

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-12T10:52:51.116862Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c205711a-8b0c-4f28-a82f-8d27c1ccf97a · outbound

This paper cites an unresolved cited work.

Supervised Learning-enhanced Multi-Group Actor Critic for Live Stream Allocation in Feed Unresolved cited work

Reference 35

Resolution: unresolved; raw_fallback, observed 2026-08-12T10:52:51.950675Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation aedf5ca5-e001-47a5-b4e8-65adedda267c · outbound

This paper cites an unresolved cited work.

Supervised Learning-enhanced Multi-Group Actor Critic for Live Stream Allocation in Feed Unresolved cited work

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-12T10:52:51.127482Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0e668155-11ca-4a0b-a9b3-57c0c80c826c · outbound

This paper cites an unresolved cited work.

Supervised Learning-enhanced Multi-Group Actor Critic for Live Stream Allocation in Feed Unresolved cited work

Reference 37

Resolution: unresolved; raw_fallback, observed 2026-08-12T10:52:51.912380Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 5a53ca29-5fb1-4347-acf2-d8777189d23b · outbound

This paper cites Reward Constrained Policy Optimization.

Supervised Learning-enhanced Multi-Group Actor Critic for Live Stream Allocation in Feed Reward Constrained Policy Optimization

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-12T10:52:51.137747Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 28cd3a95-016f-47d2-9b2e-0b0a0477d58e · outbound

This paper cites A Review of Off-Policy Evaluation in Reinforcement Learning.

Supervised Learning-enhanced Multi-Group Actor Critic for Live Stream Allocation in Feed A Review of Off-Policy Evaluation in Reinforcement Learning

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-12T10:52:51.143142Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9c748270-b810-4f92-ac84-43be5e3880e6 · outbound

This paper cites an unresolved cited work.

Supervised Learning-enhanced Multi-Group Actor Critic for Live Stream Allocation in Feed Unresolved cited work

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-12T10:52:51.148713Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 251134e3-50d4-4779-a7da-62f0010ccbdf · outbound

This paper cites an unresolved cited work.

Supervised Learning-enhanced Multi-Group Actor Critic for Live Stream Allocation in Feed Unresolved cited work

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-12T10:52:51.153745Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 21cd8c86-7b44-492a-b115-a1a615dae295 · outbound

This paper cites an unresolved cited work.

Supervised Learning-enhanced Multi-Group Actor Critic for Live Stream Allocation in Feed Unresolved cited work

Reference 42

Resolution: unresolved; raw_fallback, observed 2026-08-12T10:52:51.861876Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation bd92e0f2-d732-4f1a-b64c-f726ef3eff4b · outbound

This paper cites an unresolved cited work.

Supervised Learning-enhanced Multi-Group Actor Critic for Live Stream Allocation in Feed Unresolved cited work

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-12T10:52:51.164950Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5c500e15-1983-4475-8205-c2f384c432dc · outbound

This paper cites an unresolved cited work.

Supervised Learning-enhanced Multi-Group Actor Critic for Live Stream Allocation in Feed Unresolved cited work

Reference 44

Resolution: unresolved; raw_fallback, observed 2026-08-12T10:52:51.828248Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 525c036a-c1b7-427d-9eeb-e88e6470e9d0 · outbound

This paper cites an unresolved cited work.

Supervised Learning-enhanced Multi-Group Actor Critic for Live Stream Allocation in Feed Unresolved cited work

Reference 45

Resolution: unresolved; raw_fallback, observed 2026-08-12T10:52:51.808445Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation ebe34c84-972f-4a3c-957b-fee4860a82e0 · outbound

This paper cites an unresolved cited work.

Supervised Learning-enhanced Multi-Group Actor Critic for Live Stream Allocation in Feed Unresolved cited work

Reference 46

Resolution: unresolved; raw_fallback, observed 2026-08-12T10:52:51.787780Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation cdcbc178-addf-4ce1-b378-c66dd9573a49 · outbound

This paper cites an unresolved cited work.

Supervised Learning-enhanced Multi-Group Actor Critic for Live Stream Allocation in Feed Unresolved cited work

Reference 47

Resolution: unresolved; raw_fallback, observed 2026-08-12T10:52:51.765193Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation ab8ac462-96d3-4e36-8936-6978ae73220c · outbound

This paper cites an unresolved cited work.

Supervised Learning-enhanced Multi-Group Actor Critic for Live Stream Allocation in Feed Unresolved cited work

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-12T10:52:51.192265Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 39e049ec-bdd2-4489-abaf-0b81759f2b43 · outbound

This paper cites an unresolved cited work.

Supervised Learning-enhanced Multi-Group Actor Critic for Live Stream Allocation in Feed Unresolved cited work

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-12T10:52:51.197266Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 27bc7b36-aa05-4d8b-b158-e70682cdce24 · outbound

This paper cites an unresolved cited work.

Supervised Learning-enhanced Multi-Group Actor Critic for Live Stream Allocation in Feed Unresolved cited work

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-12T10:52:51.202675Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 04983ac8-997e-42c4-874c-1700b0970e6f · outbound

This paper cites In Proceedings of the 25th ACM SIGKDD international conference on knowledge discovery & data mining.

Supervised Learning-enhanced Multi-Group Actor Critic for Live Stream Allocation in Feed In Proceedings of the 25th ACM SIGKDD international conference on knowledge discovery & data mining

Reference 54

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T10:52:51.685360Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation d52705de-123a-4afb-9a1a-ae044374a580 · outbound

This paper cites an unresolved cited work.

Supervised Learning-enhanced Multi-Group Actor Critic for Live Stream Allocation in Feed Unresolved cited work

Reference 2009

Resolution: unresolved; raw_fallback, observed 2026-08-12T10:52:52.090556Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation ea992a80-c1bd-4a3e-9791-c4d206ad2e72 · outbound

This paper cites Soft Actor-Critic for Discrete Action Settings.

Supervised Learning-enhanced Multi-Group Actor Critic for Live Stream Allocation in Feed Soft Actor-Critic for Discrete Action Settings

Reference 2019

Resolution: unresolved; no resolver link, observed 2026-08-12T10:52:50.944478Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 34f6c823-0c9c-4129-990d-424bd042b821 · outbound

This paper cites In Pro- ceedings of the Sixteenth ACM International Conference on Web Search and Data Mining.

Supervised Learning-enhanced Multi-Group Actor Critic for Live Stream Allocation in Feed In Pro- ceedings of the Sixteenth ACM International Conference on Web Search and Data Mining

Reference 2023

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T10:52:52.241482Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Pith citing papers

No inbound Pith citation observations are available.