Paper Citation Record · LEDGER

Improving Transformer World Models for Data-Efficient RL

As of 19 August 2026, this Paper Citation Record lists 61 of 61 outbound references and 3 inbound Pith citation observations for arXiv:2502.01591.

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

pith.paper-citation-record.v1
2502.01591 v3

Coverage vector

measured 61 of 61 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-09T14:59:45.079391Z

measured 64 of 64 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T19:30:24.081678Z

measured 1 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Reference resolution

61 of 61 outbound references displayed

verified exact0
verified fuzzy16
unresolved45
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

1
arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Outbound references

Observation dfa283a0-635e-4dd5-8cd6-a9fa73fe8e0e · outbound

This paper cites Agarwal, S.

Improving Transformer World Models for Data-Efficient RL Agarwal, S

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T14:59:45.758292Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation e4d8943a-4315-40fc-8b98-c246a4470608 · outbound

This paper cites Alonso, A.

Improving Transformer World Models for Data-Efficient RL Alonso, A

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T14:59:45.749603Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation c426f497-a6cc-4c2b-a344-b33114a5ef1f · outbound

This paper cites Alver and D.

Improving Transformer World Models for Data-Efficient RL Alver and D

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T14:59:45.741120Z

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No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 01db54aa-4001-41d2-bf02-9e27befcae8f · outbound

This paper cites Layer Normalization.

Improving Transformer World Models for Data-Efficient RL Layer Normalization

Reference 4

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Observation 941a6a32-5a4a-4cf8-af52-d626bfb462fd · outbound

This paper cites Bradbury, R.

Improving Transformer World Models for Data-Efficient RL Bradbury, R

Reference 5

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Observation 002db225-b318-4c71-8a9c-38014b721503 · outbound

This paper cites Chen, Y.-F.

Improving Transformer World Models for Data-Efficient RL Chen, Y.-F

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T14:59:45.727322Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 11d1734d-1ebc-49ec-b213-17073d9f3b4b · outbound

This paper cites Improving Token-Based World Models with Parallel Observation Prediction.

Improving Transformer World Models for Data-Efficient RL Improving Token-Based World Models with Parallel Observation Prediction

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-09T14:59:44.881062Z

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Observation bc21af02-f6c4-4c39-ac26-b464ee5819ff · outbound

This paper cites Simulus: Combining Improvements in Sample-Efficient World Model Agents.

Improving Transformer World Models for Data-Efficient RL Simulus: Combining Improvements in Sample-Efficient World Model Agents

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-09T14:59:44.885314Z

Source-reported events for the cited work

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Observation 07cf852c-c1e0-4d57-86c9-8f4b1fb40acc · outbound

This paper cites Espeholt, H.

Improving Transformer World Models for Data-Efficient RL Espeholt, H

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T14:59:45.718516Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 7b6448bd-f85c-4596-aed0-d3ee345792f5 · outbound

This paper cites Espeholt, H.

Improving Transformer World Models for Data-Efficient RL Espeholt, H

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T14:59:45.709277Z

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Observation 0c7e91e8-fdbd-43a7-9495-98f304dc3358 · outbound

This paper cites Farebrother, J.

Improving Transformer World Models for Data-Efficient RL Farebrother, J

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T14:59:45.700266Z

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No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation ec207acc-8169-48ce-a6b1-78bad187d2eb · outbound

This paper cites an unresolved cited work.

Improving Transformer World Models for Data-Efficient RL Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-09T14:59:45.690568Z

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Observation 1815928e-21d3-454e-bb9f-e2f485fae874 · outbound

This paper cites World Models.

Improving Transformer World Models for Data-Efficient RL World Models

Reference 13

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Observation f957dbe6-5858-4c30-9850-a17ac2cef950 · outbound

This paper cites Ha and J.

Improving Transformer World Models for Data-Efficient RL Ha and J

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T14:59:45.681200Z

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No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 1b4d7779-3cc1-4ea8-9941-d73cb98bcc66 · outbound

This paper cites Benchmarking the Spectrum of Agent Capabilities.

Improving Transformer World Models for Data-Efficient RL Benchmarking the Spectrum of Agent Capabilities

Reference 15

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Observation 5ddfdfb2-35c4-422f-9a6d-48a030643a32 · outbound

This paper cites Hafner, T.

Improving Transformer World Models for Data-Efficient RL Hafner, T

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T14:59:45.672317Z

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Observation 7c953599-b584-41ce-831f-4484609e62da · outbound

This paper cites Mastering Atari with Discrete World Models.

Improving Transformer World Models for Data-Efficient RL Mastering Atari with Discrete World Models

Reference 17

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Observation bf95e2a2-7170-438e-aced-d97cc024759c · outbound

This paper cites Mastering Diverse Domains through World Models.

Improving Transformer World Models for Data-Efficient RL Mastering Diverse Domains through World Models

Reference 18

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Observation 5ee67f37-e392-4b4f-a8c5-2820028b2990 · outbound

This paper cites TD-MPC2: Scalable, Robust World Models for Continuous Control.

Improving Transformer World Models for Data-Efficient RL TD-MPC2: Scalable, Robust World Models for Continuous Control

Reference 19

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Observation 32aa4010-9698-4470-9784-433df95d4ae8 · outbound

This paper cites an unresolved cited work.

Improving Transformer World Models for Data-Efficient RL Unresolved cited work

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-09T14:59:44.930667Z

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Observation 849d8098-4fc9-4517-96f4-27ea60736fbe · outbound

This paper cites Rainbow: Combining Improvements in Deep Reinforcement Learning.

Improving Transformer World Models for Data-Efficient RL Rainbow: Combining Improvements in Deep Reinforcement Learning

Reference 21

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Observation 2fca3fc6-f685-4b7a-ad11-f80501bac7e4 · outbound

This paper cites The Effect of Planning Shape on Dyna-style Planning in High-dimensional State Spaces.

Improving Transformer World Models for Data-Efficient RL The Effect of Planning Shape on Dyna-style Planning in High-dimensional State Spaces

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-09T14:59:44.938769Z

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Observation e52c3430-cdc7-4720-8cfb-ec8371b96561 · outbound

This paper cites Ioffe and C.

Improving Transformer World Models for Data-Efficient RL Ioffe and C

Reference 23

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Observation e542d558-60b8-488d-9e9d-83af63f371dc · outbound

This paper cites Model-Based Reinforcement Learning for Atari.

Improving Transformer World Models for Data-Efficient RL Model-Based Reinforcement Learning for Atari

Reference 24

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Observation 1a291ea6-a978-4622-954f-3553f3cbaae1 · outbound

This paper cites Kapturowski, G.

Improving Transformer World Models for Data-Efficient RL Kapturowski, G

Reference 25

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Observation 966a1db0-3df7-4c8d-9588-48cccfaf8b49 · outbound

This paper cites Curious Replay for Model-based Adaptation.

Improving Transformer World Models for Data-Efficient RL Curious Replay for Model-based Adaptation

Reference 26

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Observation 2e7f64ec-2703-41e6-8cfb-c3a194f3db3f · outbound

This paper cites Adam: A Method for Stochastic Optimization.

Improving Transformer World Models for Data-Efficient RL Adam: A Method for Stochastic Optimization

Reference 27

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Observation 213175c7-ce05-4e8f-8056-2fbe8e6f0317 · outbound

This paper cites Investigating Compounding Prediction Errors in Learned Dynamics Models.

Improving Transformer World Models for Data-Efficient RL Investigating Compounding Prediction Errors in Learned Dynamics Models

Reference 28

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Observation 881ca434-ad1c-4149-a76a-9542a3c56817 · outbound

This paper cites OpenSpiel: A Framework for Reinforcement Learning in Games.

Improving Transformer World Models for Data-Efficient RL OpenSpiel: A Framework for Reinforcement Learning in Games

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-09T14:59:44.961137Z

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Observation 0d2dcd4c-cced-4abe-a1c0-d6bde94bc603 · outbound

This paper cites Lei Ba, J.

Improving Transformer World Models for Data-Efficient RL Lei Ba, J

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T14:59:45.648205Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation b0d048f8-8bf4-46fd-93a5-a5fbc4774009 · outbound

This paper cites Deal or No Deal? End-to-End Learning for Negotiation Dialogues.

Improving Transformer World Models for Data-Efficient RL Deal or No Deal? End-to-End Learning for Negotiation Dialogues

Reference 31

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Observation 80178298-0ce2-4efe-8857-bb77cc734f3d · outbound

This paper cites an unresolved cited work.

Improving Transformer World Models for Data-Efficient RL Unresolved cited work

Reference 32

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Observation 2d4fc9f9-6de3-439a-8b2c-7d070d4674af · outbound

This paper cites Craftax: A Lightning-Fast Benchmark for Open-Ended Reinforcement Learning.

Improving Transformer World Models for Data-Efficient RL Craftax: A Lightning-Fast Benchmark for Open-Ended Reinforcement Learning

Reference 33

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Source-reported events for the cited work

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Observation df12cee0-1c25-402c-987f-717774acf3fd · outbound

This paper cites Transformers are Sample-Efficient World Models.

Improving Transformer World Models for Data-Efficient RL Transformers are Sample-Efficient World Models

Reference 34

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Source-reported events for the cited work

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Observation 886499cb-21cc-4827-b210-da9572c21fd4 · outbound

This paper cites Efficient World Models with Context-Aware Tokenization.

Improving Transformer World Models for Data-Efficient RL Efficient World Models with Context-Aware Tokenization

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-09T14:59:44.982083Z

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Observation 7a53d559-47bd-4eee-ae9c-6a84e42b2f09 · outbound

This paper cites Mirzasoleiman, J.

Improving Transformer World Models for Data-Efficient RL Mirzasoleiman, J

Reference 36

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No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation acf57ae0-2144-4c3b-8141-be2b610886fc · outbound

This paper cites Model-based Reinforcement Learning: A Survey.

Improving Transformer World Models for Data-Efficient RL Model-based Reinforcement Learning: A Survey

Reference 37

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Observation 7590cbc3-4c1c-42d4-ac86-aa24ec8d2813 · outbound

This paper cites an unresolved cited work.

Improving Transformer World Models for Data-Efficient RL Unresolved cited work

Reference 38

Resolution: unresolved; raw_fallback, observed 2026-08-09T14:59:45.624733Z

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No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 68f034a8-5f93-466e-b36b-e99ffc0ca776 · outbound

This paper cites an unresolved cited work.

Improving Transformer World Models for Data-Efficient RL Unresolved cited work

Reference 39

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Observation cfd0025f-e6c3-4433-adbf-41ade8207f19 · outbound

This paper cites Bridging State and History Representations: Understanding Self-Predictive RL.

Improving Transformer World Models for Data-Efficient RL Bridging State and History Representations: Understanding Self-Predictive RL

Reference 40

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Observation 3d791693-b3e7-46f6-b8f3-44e74ed43777 · outbound

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Improving Transformer World Models for Data-Efficient RL Awesome Model-Based Reinforcement Learning

Reference 41

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Observation fbc4e61f-164d-4816-9e01-e1fbb62e33c5 · outbound

This paper cites Oquab, T.

Improving Transformer World Models for Data-Efficient RL Oquab, T

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T14:59:45.491602Z

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Observation 6b4e26e4-2484-418a-ac69-46b034b85319 · outbound

This paper cites Radford, J.

Improving Transformer World Models for Data-Efficient RL Radford, J

Reference 43

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Observation 3f9d05b5-ed2f-40c3-ae7c-3b070ce164b8 · outbound

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Improving Transformer World Models for Data-Efficient RL Searching for Activation Functions

Reference 44

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Observation c5cd056d-0d66-47c3-994a-9a9b2d506a91 · outbound

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Improving Transformer World Models for Data-Efficient RL SAM 2: Segment Anything in Images and Videos

Reference 45

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Observation d7f72b8b-d687-4081-8927-791ce190731a · outbound

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Improving Transformer World Models for Data-Efficient RL Transformer-based World Models Are Happy With 100k Interactions

Reference 46

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This paper cites Schrittwieser, I.

Improving Transformer World Models for Data-Efficient RL Schrittwieser, I

Reference 47

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T14:59:45.475883Z

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Observation 59e4ed2c-1d50-4d06-95aa-cbd849d4b414 · outbound

This paper cites High-Dimensional Continuous Control Using Generalized Advantage Estimation.

Improving Transformer World Models for Data-Efficient RL High-Dimensional Continuous Control Using Generalized Advantage Estimation

Reference 48

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Observation 769d3490-cb47-4ab2-afa5-8672e22be25a · outbound

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Improving Transformer World Models for Data-Efficient RL Proximal Policy Optimization Algorithms

Reference 49

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Observation 052ab2dc-06d2-4764-95ba-ddd630e532aa · outbound

This paper cites Bigger, Better, Faster: Human-level Atari with human-level efficiency.

Improving Transformer World Models for Data-Efficient RL Bigger, Better, Faster: Human-level Atari with human-level efficiency

Reference 50

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Observation 75b30788-5dd9-4e6d-b09c-f00826029901 · outbound

This paper cites Bayes' Bluff: Opponent Modelling in Poker.

Improving Transformer World Models for Data-Efficient RL Bayes' Bluff: Opponent Modelling in Poker

Reference 51

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Observation e45edc05-5618-42ba-b3f5-0aeabbb07392 · outbound

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Improving Transformer World Models for Data-Efficient RL Unresolved cited work

Reference 52

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Observation c128399b-e77a-4b79-b096-3507b2238a6e · outbound

This paper cites Retentive Network: A Successor to Transformer for Large Language Models.

Improving Transformer World Models for Data-Efficient RL Retentive Network: A Successor to Transformer for Large Language Models

Reference 53

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Observation 301d9e18-3276-4426-a7f5-4488d1bfdfa6 · outbound

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Improving Transformer World Models for Data-Efficient RL Unresolved cited work

Reference 54

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Observation 83f79344-40ab-4ae2-bdfb-e185591e8f56 · outbound

This paper cites an unresolved cited work.

Improving Transformer World Models for Data-Efficient RL Unresolved cited work

Reference 55

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Observation 8f872bbf-bc8c-467f-9b18-64af7d8463db · outbound

This paper cites Toledo, L.

Improving Transformer World Models for Data-Efficient RL Toledo, L

Reference 56

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T14:59:45.444254Z

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Observation c292a449-35cb-48b5-b734-460ac633986a · outbound

This paper cites Van Den Oord, O.

Improving Transformer World Models for Data-Efficient RL Van Den Oord, O

Reference 57

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Observation c7823d98-1548-4d1b-bd82-225b33167078 · outbound

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Improving Transformer World Models for Data-Efficient RL Unresolved cited work

Reference 58

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Observation dbf90f11-a7bb-42f7-8482-65a3a7a23090 · outbound

This paper cites an unresolved cited work.

Improving Transformer World Models for Data-Efficient RL Unresolved cited work

Reference 59

Resolution: unresolved; raw_fallback, observed 2026-08-09T14:59:45.421100Z

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No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation f63e11d4-394d-46f4-b3ed-4f17cba0e808 · outbound

This paper cites MinAtar: An Atari-Inspired Testbed for Thorough and Reproducible Reinforcement Learning Experiments.

Improving Transformer World Models for Data-Efficient RL MinAtar: An Atari-Inspired Testbed for Thorough and Reproducible Reinforcement Learning Experiments

Reference 60

Resolution: unresolved; no resolver link, observed 2026-08-09T14:59:45.075451Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c7603de9-d0dc-4ace-a80e-6781d26268f7 · outbound

This paper cites Zhang, G.

Improving Transformer World Models for Data-Efficient RL Zhang, G

Reference 61

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T14:59:45.411372Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Pith citing papers

Observation d0eff15e-8aa8-4dd2-aa5e-a371dd4ba668 · inbound

Simulus: Combining Improvements in Sample-Efficient World Model Agents cites this paper.

Simulus: Combining Improvements in Sample-Efficient World Model Agents Improving Transformer World Models for Data-Efficient RL

Reference 13

Resolution: verified exact; arxiv_id, observed 2026-05-23T02:32:26.210912Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation a1c84413-1946-4026-bb19-7fb10991f367 · inbound

Reimagination with Test-time Observation Interventions: Distractor-Robust World Model Predictions for Visual Model Predictive Control cites this paper.

Reimagination with Test-time Observation Interventions: Distractor-Robust World Model Predictions for Visual Model Predictive Control Improving Transformer World Models for Data-Efficient RL

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-15T19:30:24.081678Z

Source-reported events for the cited work

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Observation 1b4b672a-511c-4ac1-8825-aa7451f7dd7e · inbound

From Pixels to Temporal Correlations: Learning Informative Representations for Reinforcement Learning Pre-training cites this paper.

From Pixels to Temporal Correlations: Learning Informative Representations for Reinforcement Learning Pre-training Improving Transformer World Models for Data-Efficient RL

Reference 4

Resolution: metadata mismatch; arxiv_id, observed 2026-07-02T16:07:08.109366Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.