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Paper Citation Record · LEDGER

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

As of 15 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 2026-08-15T06:32:42.880941+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.

source=pdf_text observed=2026-08-12T10:52:50.901529Z digest=sha256:7c01ba5e915b3a1613d7e2c116ff7ac126174f43e4e3cccb229a0198ca26944d

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

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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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T10:52:50.907979Z digest=sha256:5ce5e49773c44cd254481aee549d7f4262fae17eae56b7a96a7224b3789851bb

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

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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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T10:52:50.913593Z digest=sha256:60dccadd77e97681364083dc9b753dce8b3231bb914d6381121fe5133a7760aa

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

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T10:52:50.919588Z digest=sha256:31761746e4727ff423de4f7768e628ec13cc82fee9a81b9b5eb42efa587ca0ab

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T10:52:50.926219Z digest=sha256:ea85dfea4b95099eeb54b92e5fad07757adeef86bff3063aadb81ac2b74071d4

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T10:52:50.931939Z digest=sha256:7d7f828e5e9ffbdc4a2ca9bf081985470f49f270e38a13416ed29ddd0283fd84

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T10:52:50.938389Z digest=sha256:baefa963902998e7469ec54ef59f453fe5558f6c45b9e611e2ab63d1951462be

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T10:52:50.950100Z digest=sha256:0b62c824a72492d6a734fb323c21277a4d9075e5cbd5e62b3e353b5e54a7d839

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T10:52:50.955840Z digest=sha256:4e526d82677601f2ad5e5f6149639d779984beaee655fbeb5a0466c4913fc863

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T10:52:50.969876Z digest=sha256:f3c31e1f64e7661697bfc4561235703ccb36e98feb83bcb2e5b6ce79b78bdf26

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

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T10:52:50.975419Z digest=sha256:98edb9437d1ce145fd9f6e99766716858e63d08553085221b6ce42f5cd29062d

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.

source=pdf_text observed=2026-08-12T10:52:50.981032Z digest=sha256:1fc11e7cdcb53328dfa6f51ef9c2b4e2f4c008db5d1c264d63c808e7d6d4bc12

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

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T10:52:50.986616Z digest=sha256:34132ee30635ab51e106d0414b8c7a9ce0d86aaff4680c96abe943f8bcc3e03a

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

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T10:52:50.994745Z digest=sha256:90759e71af311bd9095c59c8de7fbfb9ed1c3e6aa2a56cbfc589ba432f3897e6

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T10:52:50.999753Z digest=sha256:e90ce786d05bc18859183f654b375db12f46c385128485b27e7e4d23ca0dd472

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

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T10:52:51.005598Z digest=sha256:4a670c126d616ce1627cd537fde60fbfdbd49cb969ac851524be983e78dd7257

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T10:52:51.012045Z digest=sha256:87da70818a3d4a78416df90350cda845b8762a6150df3900ae72f6bcedff6e41

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

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T10:52:51.025778Z digest=sha256:a5e1f8de1752798e5c578d49b49272d726d9445a804c5d36e7f72248194dde07

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

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T10:52:51.032200Z digest=sha256:63c145398de3543f9a1b41dc9c59b76dec3155c035d86cf3bce09f98d20250b0

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.

source=pdf_text observed=2026-08-12T10:52:51.037671Z digest=sha256:399783cc2e57bea4ebffa0336f7b317c8fe8e3bb2d801355927b020ca0a47bb0

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

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T10:52:51.042612Z digest=sha256:95e282436e44be64bf5a54787d09233366bb00973b5555fdb464cbee15468030

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

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T10:52:51.048052Z digest=sha256:59c94eb71db29ca77c9b99eaf3468f76d1b3c342164f05c8a4f247f14186fb32

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T10:52:51.053319Z digest=sha256:903a9c6bd259cdc79cf2acbf35cc1a2303c4101ebcabc4008666238c8e79f8b0

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

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T10:52:51.059103Z digest=sha256:1e97c55da9b7235e2f709091f6fd4f3d1a0617863491e81ba97007f951c6333c

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

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T10:52:51.064060Z digest=sha256:10b630ed636eeb23cb13b60d49c127b1806c9324fd29ce077338bb274f5c7897

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.

source=pdf_text observed=2026-08-12T10:52:51.070010Z digest=sha256:4b96f351ef1e96e6b1e87dee07290a68635473fb98c1891ae5a83f8249478fa6

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.

source=pdf_text observed=2026-08-12T10:52:51.075855Z digest=sha256:f3f30a13333ae221cf02b333f2cb9bd4fdceedcef36cca9a856c766d92383f82

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

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T10:52:51.081802Z digest=sha256:51594018fcc7d2b9e337c4b8b5112155fd0305a9cccbb9a898a3fc96257f169f

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.

source=pdf_text observed=2026-08-12T10:52:51.086889Z digest=sha256:8c740f354c661ac1a6e8747a3c841744f25e8218eb8f8610b94e48a530565979

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T10:52:51.092765Z digest=sha256:e00ca6e8983542b473a0be698daf6df4f0f62500a5f2d264defc2ed2f589ed88

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T10:52:51.098648Z digest=sha256:2d6c17b93bc682dbd295bf010ff221dcd3c16d81288eb659ae749f43d0fef205

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.

source=pdf_text observed=2026-08-12T10:52:51.105407Z digest=sha256:62795899a7b9e5fe04b1aae5284e95673d3d1bca93112a5a1f5f1059f8656b8f

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.

source=pdf_text observed=2026-08-12T10:52:51.111006Z digest=sha256:cddc613c0d48e211c56ee54c8c8127c45ba3d358eaf044db8bdd5b69d35c6dcd

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.

source=pdf_text observed=2026-08-12T10:52:51.116862Z digest=sha256:7d9e997031276c556fc7a81d3498476b334c0cc36fa907fb6af5dc2d4cfaf583

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T10:52:51.122380Z digest=sha256:c65449db6cb34d9a629e5400127da259691578c09ca7e31aed22ca00c765f85f

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

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T10:52:51.127482Z digest=sha256:14e6975c2617f671e6adcb37dc896e412e02d384fc376673b284b2cd018abbd1

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T10:52:51.132451Z digest=sha256:3d3e1fc8e8d312a6b8c233597db4f20d9f95e10d77d9b115ff74e3902da38dfc

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

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T10:52:51.137747Z digest=sha256:1e53e674a2af80f7d79699dac96601a499eb699e1cbb99a185ed2f923dcf9ba7

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.

source=pdf_text observed=2026-08-12T10:52:51.143142Z digest=sha256:abc112ed7c13c6532cd74c5996c3a116d0606892373c7efd603a55d138fa299e

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.

source=pdf_text observed=2026-08-12T10:52:51.148713Z digest=sha256:3ade72fc05d20bc6673f1513ef397f090a4bdd2999cfd8d145c15f01b87893f4

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.

source=pdf_text observed=2026-08-12T10:52:51.153745Z digest=sha256:c4f93dd2677c090d35c183b9af3ec25ba63aaa6c698c634a2d880c125218e79b

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T10:52:51.159424Z digest=sha256:439bea629fb92fe06c28172b347e1298bf0fbef1f273428dfb996fe674f490df

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.

source=pdf_text observed=2026-08-12T10:52:51.164950Z digest=sha256:dc2826c55f5db4eb736963c7fd5062eac25629d8c4f2b8b869fa779441d0f0d2

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T10:52:51.169848Z digest=sha256:01f9fce29e1f2f840364b38ec46dda177a131094510dc6326ffd7ccd3e30d925

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T10:52:51.175416Z digest=sha256:08291fc01c257e1eb57a2ab6abc3295500017b67e2351184ff3e04f3ca15e619

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T10:52:51.181118Z digest=sha256:4cd9965307918dc27f27dcfb1c8c9ce2b670b5fbc9023622f527e4b09e41fd6a

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T10:52:51.186571Z digest=sha256:68d7d3be4e45a0f891a150d96026be4684f5fbdd8ca93deb7a5019bdf76ff9cd

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.

source=pdf_text observed=2026-08-12T10:52:51.192265Z digest=sha256:d3cb8ef12208a972a985466a6e1b84330f57a5fec403832270ded02f97188850

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.

source=pdf_text observed=2026-08-12T10:52:51.197266Z digest=sha256:ae0a06951f4547a10a1b87192fea47b3f1f44906417a9d35f781d64688052a16

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.

source=pdf_text observed=2026-08-12T10:52:51.202675Z digest=sha256:d33c58ddb1a633268e882f57b6ee255180a2fda908f17ddc24a33e353b1ee30c

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T10:52:51.209612Z digest=sha256:ed25666b2dfa81784e641273db7e0c3de0a028af53bec45e18277cb4afe4567e

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T10:52:51.018329Z digest=sha256:bd2268f73e176bd498c058a6858dc53d95df5a9847cd099bc8196a901c693ffa

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.

source=pdf_text observed=2026-08-12T10:52:50.944478Z digest=sha256:c5664145629138d39b07b56b922615491da6653155a49635f397fb12cadf6b31

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T10:52:50.962597Z digest=sha256:0352b2df44165baffd3dd98377647295f81bcb54be3f1a71518a56bce2937eb1

Pith citing papers

No inbound Pith citation observations are available.