Paper Citation Record · LEDGER

ImagineBench: Evaluating Reinforcement Learning with Large Language Model Rollouts

As of 21 August 2026, this Paper Citation Record lists 43 of 43 outbound references and 1 inbound Pith citation observation for arXiv:2505.10010.

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

pith.paper-citation-record.v1
2505.10010 v1

Coverage vector

measured 43 of 43 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T21:22:16.177487Z

measured 44 of 44 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-08T04:01:31.928056Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-11T21:51:30.641060Z

Reference resolution

43 of 43 outbound references displayed

verified exact0
verified fuzzy8
unresolved35
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 9f743604-27f1-41ba-8b19-a8aba4033be0 · outbound

This paper cites an unresolved cited work.

ImagineBench: Evaluating Reinforcement Learning with Large Language Model Rollouts Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-15T21:22:16.729635Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation b187e487-1d3b-47ae-8d52-c89fead7a742 · outbound

This paper cites OpenAI Gym.

ImagineBench: Evaluating Reinforcement Learning with Large Language Model Rollouts OpenAI Gym

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-15T21:22:16.017057Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1e510c66-52ab-4ea7-8a57-8adc8a8fc99a · outbound

This paper cites an unresolved cited work.

ImagineBench: Evaluating Reinforcement Learning with Large Language Model Rollouts Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-15T21:22:16.717923Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation a1cabfba-522e-4906-805d-2c7b1659af10 · outbound

This paper cites an unresolved cited work.

ImagineBench: Evaluating Reinforcement Learning with Large Language Model Rollouts Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-15T21:22:16.705099Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation aa5e79ce-f043-4fe4-adbf-3c282e25f02b · outbound

This paper cites H., and Bengio, Y.

ImagineBench: Evaluating Reinforcement Learning with Large Language Model Rollouts H., and Bengio, Y

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:22:16.692421Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 532b3888-9ecb-4018-9e22-f74e731c49ef · outbound

This paper cites an unresolved cited work.

ImagineBench: Evaluating Reinforcement Learning with Large Language Model Rollouts Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-15T21:22:16.680689Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation e7381cc0-f19a-4c8a-a4ee-5db9e3a7af84 · outbound

This paper cites D4RL: Datasets for Deep Data-Driven Reinforcement Learning.

ImagineBench: Evaluating Reinforcement Learning with Large Language Model Rollouts D4RL: Datasets for Deep Data-Driven Reinforcement Learning

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-15T21:22:16.039373Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e60411c5-6134-4a86-ba86-7b8fb0c411eb · outbound

This paper cites and Gu, S.

ImagineBench: Evaluating Reinforcement Learning with Large Language Model Rollouts and Gu, S

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:22:16.668415Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 258a95ab-f5a7-4d2c-8817-6b2de3421209 · outbound

This paper cites an unresolved cited work.

ImagineBench: Evaluating Reinforcement Learning with Large Language Model Rollouts Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-15T21:22:16.656503Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation e7eef8cc-ca56-43f0-a063-679dc4c2e17d · outbound

This paper cites an unresolved cited work.

ImagineBench: Evaluating Reinforcement Learning with Large Language Model Rollouts Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-15T21:22:16.644260Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 0f5be4ff-caf9-4627-b612-eff700309295 · outbound

This paper cites S., Mankowitz, D.

ImagineBench: Evaluating Reinforcement Learning with Large Language Model Rollouts S., Mankowitz, D

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:22:16.631545Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 3c98b5f2-3f95-4cac-a906-96933cc6fd8e · outbound

This paper cites Soft Actor-Critic Algorithms and Applications.

ImagineBench: Evaluating Reinforcement Learning with Large Language Model Rollouts Soft Actor-Critic Algorithms and Applications

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-15T21:22:16.058417Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2c049fdb-8567-439a-ac62-4b8f60ddc5cc · outbound

This paper cites Do as I can, not as I say: Grounding language in robotic affordances.

ImagineBench: Evaluating Reinforcement Learning with Large Language Model Rollouts Do as I can, not as I say: Grounding language in robotic affordances

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:22:16.619680Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation df1bc545-17f4-4604-a05d-2c3bd589c519 · outbound

This paper cites an unresolved cited work.

ImagineBench: Evaluating Reinforcement Learning with Large Language Model Rollouts Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-15T21:22:16.604602Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 36773faf-f240-4d40-8ce2-a02ccb905f38 · outbound

This paper cites an unresolved cited work.

ImagineBench: Evaluating Reinforcement Learning with Large Language Model Rollouts Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-15T21:22:16.591566Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation be98b178-e7fa-4b55-871d-765f408d2c04 · outbound

This paper cites an unresolved cited work.

ImagineBench: Evaluating Reinforcement Learning with Large Language Model Rollouts Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-15T21:22:16.578572Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 2fe4dfc9-2ca6-4618-920f-0b8387eb6d5a · outbound

This paper cites an unresolved cited work.

ImagineBench: Evaluating Reinforcement Learning with Large Language Model Rollouts Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-15T21:22:16.565726Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation e7a38d0b-3e54-468e-a543-cdc554804492 · outbound

This paper cites Offline Reinforcement Learning: Tutorial, Review, and Perspectives on Open Problems.

ImagineBench: Evaluating Reinforcement Learning with Large Language Model Rollouts Offline Reinforcement Learning: Tutorial, Review, and Perspectives on Open Problems

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-15T21:22:16.081307Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation be62e38e-be7e-40dc-aa0f-6ef066ea6b6a · outbound

This paper cites an unresolved cited work.

ImagineBench: Evaluating Reinforcement Learning with Large Language Model Rollouts Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-15T21:22:16.552946Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 6d754aa9-eb23-47f1-8f9d-bdfd64665d3f · outbound

This paper cites an unresolved cited work.

ImagineBench: Evaluating Reinforcement Learning with Large Language Model Rollouts Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-15T21:22:16.537809Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation cf4be6e9-9218-4b69-b9db-669d9fc65961 · outbound

This paper cites an unresolved cited work.

ImagineBench: Evaluating Reinforcement Learning with Large Language Model Rollouts Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-08-15T21:22:16.524667Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 025ee99f-bf04-4c1a-8815-8403751cdee9 · outbound

This paper cites an unresolved cited work.

ImagineBench: Evaluating Reinforcement Learning with Large Language Model Rollouts Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-15T21:22:16.509317Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation ec5d5ed8-4726-4d1c-9841-38627c19163a · outbound

This paper cites A., Veness, J., Bellemare, M.

ImagineBench: Evaluating Reinforcement Learning with Large Language Model Rollouts A., Veness, J., Bellemare, M

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:22:16.495285Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 64f485e8-b01e-4701-920a-784e9f60904f · outbound

This paper cites an unresolved cited work.

ImagineBench: Evaluating Reinforcement Learning with Large Language Model Rollouts Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-15T21:22:16.482776Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation a70fdaaa-dbaa-4077-8426-192db4bd1d41 · outbound

This paper cites an unresolved cited work.

ImagineBench: Evaluating Reinforcement Learning with Large Language Model Rollouts Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-15T21:22:16.471536Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation a7fcff16-5fc5-4c26-b633-f1415e2fb63c · outbound

This paper cites an unresolved cited work.

ImagineBench: Evaluating Reinforcement Learning with Large Language Model Rollouts Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-08-15T21:22:16.459767Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation cb935178-fb0f-49c7-ba51-0d90fc1509b6 · outbound

This paper cites an unresolved cited work.

ImagineBench: Evaluating Reinforcement Learning with Large Language Model Rollouts Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-08-15T21:22:16.448195Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation b66207bb-fb2d-4838-8d5e-a1fd8d87745b · outbound

This paper cites an unresolved cited work.

ImagineBench: Evaluating Reinforcement Learning with Large Language Model Rollouts Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-08-15T21:22:16.435659Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 4fa7d640-1e1e-4212-a640-568bcda5038b · outbound

This paper cites an unresolved cited work.

ImagineBench: Evaluating Reinforcement Learning with Large Language Model Rollouts Unresolved cited work

Reference 29

Resolution: unresolved; raw_fallback, observed 2026-08-15T21:22:16.423658Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 382496c0-982f-41d6-89d9-1fea6ff90427 · outbound

This paper cites an unresolved cited work.

ImagineBench: Evaluating Reinforcement Learning with Large Language Model Rollouts Unresolved cited work

Reference 30

Resolution: unresolved; raw_fallback, observed 2026-08-15T21:22:16.412018Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 3d8398ea-a741-4f95-91b4-cf08a8b3e681 · outbound

This paper cites and Imai, M.

ImagineBench: Evaluating Reinforcement Learning with Large Language Model Rollouts and Imai, M

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:22:16.400282Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation e87c4343-e529-4f5d-8a4c-3350f45b347c · outbound

This paper cites an unresolved cited work.

ImagineBench: Evaluating Reinforcement Learning with Large Language Model Rollouts Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-08-15T21:22:16.388736Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 17cb33e6-ab13-435d-9b11-20f67caed28f · outbound

This paper cites an unresolved cited work.

ImagineBench: Evaluating Reinforcement Learning with Large Language Model Rollouts Unresolved cited work

Reference 33

Resolution: unresolved; raw_fallback, observed 2026-08-15T21:22:16.377232Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 90bb5f1d-81a0-4d9e-96e5-70bce867cb92 · outbound

This paper cites DeepMind Control Suite.

ImagineBench: Evaluating Reinforcement Learning with Large Language Model Rollouts DeepMind Control Suite

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-15T21:22:16.142589Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1b8cb69c-cc35-4fb9-8883-49224d9074c9 · outbound

This paper cites an unresolved cited work.

ImagineBench: Evaluating Reinforcement Learning with Large Language Model Rollouts Unresolved cited work

Reference 35

Resolution: unresolved; raw_fallback, observed 2026-08-15T21:22:16.365666Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 86f042a2-61b4-46bc-b98f-60c9518aa83d · outbound

This paper cites an unresolved cited work.

ImagineBench: Evaluating Reinforcement Learning with Large Language Model Rollouts Unresolved cited work

Reference 36

Resolution: unresolved; raw_fallback, observed 2026-08-15T21:22:16.354348Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation b8782f6f-d863-4a1e-9c44-4a8f007b87cb · outbound

This paper cites Llama 2: Open Foundation and Fine-Tuned Chat Models.

ImagineBench: Evaluating Reinforcement Learning with Large Language Model Rollouts Llama 2: Open Foundation and Fine-Tuned Chat Models

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-15T21:22:16.153736Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 59e916c3-6eb9-4bb5-b523-1141e99c4ea8 · outbound

This paper cites u l c ehre, C ., Wang, Z., Pfaff, T., Wu, Y., Ring, R., Yogatama, D., W \.

ImagineBench: Evaluating Reinforcement Learning with Large Language Model Rollouts u l c ehre, C ., Wang, Z., Pfaff, T., Wu, Y., Ring, R., Yogatama, D., W \

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:22:16.342220Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation c505a9b7-d739-4e54-841f-f139b136a954 · outbound

This paper cites an unresolved cited work.

ImagineBench: Evaluating Reinforcement Learning with Large Language Model Rollouts Unresolved cited work

Reference 39

Resolution: unresolved; raw_fallback, observed 2026-08-15T21:22:16.328383Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 64a4fd18-9ab7-4fe3-ba58-00b244f03700 · outbound

This paper cites an unresolved cited work.

ImagineBench: Evaluating Reinforcement Learning with Large Language Model Rollouts Unresolved cited work

Reference 40

Resolution: unresolved; raw_fallback, observed 2026-08-15T21:22:16.316619Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation b6ddf42e-850a-4238-bdcb-9ea23f47d81f · outbound

This paper cites an unresolved cited work.

ImagineBench: Evaluating Reinforcement Learning with Large Language Model Rollouts Unresolved cited work

Reference 41

Resolution: unresolved; raw_fallback, observed 2026-08-15T21:22:16.304331Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 102ddb5d-2b6a-4e60-9c83-7ce77da78c77 · outbound

This paper cites an unresolved cited work.

ImagineBench: Evaluating Reinforcement Learning with Large Language Model Rollouts Unresolved cited work

Reference 42

Resolution: unresolved; raw_fallback, observed 2026-08-15T21:22:16.292240Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 04a14512-33bb-4c32-82e7-0e19e3871de5 · outbound

This paper cites Y., Levine, S., Finn, C., and Ma, T.

ImagineBench: Evaluating Reinforcement Learning with Large Language Model Rollouts Y., Levine, S., Finn, C., and Ma, T

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:22:16.279666Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Pith citing papers

Observation 65da9b3c-af91-4fe4-867b-48c09c4344dd · inbound

SpecRLBench: A Benchmark for Generalization in Specification-Guided Reinforcement Learning cites this paper.

SpecRLBench: A Benchmark for Generalization in Specification-Guided Reinforcement Learning ImagineBench: Evaluating Reinforcement Learning with Large Language Model Rollouts

Reference 11

Resolution: verified exact; arxiv_id, observed 2026-05-11T21:51:30.671346Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.