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Paper Citation Record · LEDGER

On the Role of Computation in Reinforcement Learning

As of 12 August 2026, this Paper Citation Record lists 14 of 14 outbound references and 1 inbound Pith citation observation for arXiv:2602.05999.

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

pith.paper-citation-record.v1
2602.05999 v4

Coverage vector

measured 14 of 14 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-03T04:11:24.912928Z

measured 15 of 15 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-12T06:34:41.77262+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-06-26T14:33:45.062290Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-07-04T06:19:38.675518Z

Reference resolution

14 of 14 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved13
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation dfd2a250-e238-4306-92ce-cab9c90a4e5e · outbound

This paper cites an unresolved cited work.

On the Role of Computation in Reinforcement Learning Unresolved cited work

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-03T04:11:24.567706Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T04:11:24.567706Z digest=sha256:e1a6c295008731ead6144efa7ab731e3be4fbe94f2cf9b8310c222f23e1d6627

Observation 40e1117a-2b16-446a-944d-f959838900fa · outbound

This paper cites an unresolved cited work.

On the Role of Computation in Reinforcement Learning Unresolved cited work

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-03T04:11:24.661056Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T04:11:24.661056Z digest=sha256:522cec4302969977512ac9590d2e2990618b37306287f65198f9482a68f92690

Observation f8e6eb2b-3546-47fd-8dce-a8a1758fbc92 · outbound

This paper cites Value Gradient weighted Model-Based Reinforcement Learning.

On the Role of Computation in Reinforcement Learning Value Gradient weighted Model-Based Reinforcement Learning

Reference 9

Resolution
malformed identifier
no resolver link, observed 2026-08-03T04:11:24.480666Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T04:11:24.480666Z digest=sha256:af553010eb5b2a30f5bdf8e30f9055a7a770e383e1d61d3f54b3f48211e347c1

Observation 834bd6cc-9e50-4802-9edf-19cc302ad049 · outbound

This paper cites an unresolved cited work.

On the Role of Computation in Reinforcement Learning Unresolved cited work

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-03T04:11:24.705010Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T04:11:24.705010Z digest=sha256:a7475e4d728483d2e32590a23cf1114d5fe81dcd602ecab72a2be201b325e8b5

Observation 5cf195f4-dd39-4f75-be10-b8b6a2e6fef3 · outbound

This paper cites But for infinitely many longer-horizon test tasks,π ∗ g is arbitrarily worse thanπ ∗.

On the Role of Computation in Reinforcement Learning But for infinitely many longer-horizon test tasks,π ∗ g is arbitrarily worse thanπ ∗

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-03T04:11:24.803327Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T04:11:24.803327Z digest=sha256:39302d5a299c15251bdc9bd12a36a2f8b712148b739fe425550a1fe8b0f30390

Observation 8e374c9a-945c-4bc4-8649-256503e14c0f · outbound

This paper cites an unresolved cited work.

On the Role of Computation in Reinforcement Learning Unresolved cited work

Reference 256

Resolution
unresolved
no resolver link, observed 2026-08-03T04:11:24.912928Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T04:11:24.912928Z digest=sha256:686e7874e78e6187c79f0b94db78e0b9fe1eb9d84fa42791bb84d86acd3ee32d

Observation f14d27ec-c1ee-4d53-a96f-034a3bdcaa67 · outbound

This paper cites doi: 10.1145/122344.122377.

On the Role of Computation in Reinforcement Learning doi: 10.1145/122344.122377

Reference 1991

Resolution
unresolved
no resolver link, observed 2026-08-03T04:11:24.408818Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T04:11:24.408818Z digest=sha256:841fc3d41574ea6219368023ac346515ca467c5c769b658203a6a4dd8e7a6373

Observation 51f7a53f-558c-429b-89f0-070fd7ba4c85 · outbound

This paper cites Siegelmann, H.

On the Role of Computation in Reinforcement Learning Siegelmann, H

Reference 2015

Resolution
unresolved
no resolver link, observed 2026-08-03T04:11:24.333787Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T04:11:24.333787Z digest=sha256:f5db67f83a508a6ac063a25cd29a07379ca57399520519d7d50f7a04dcd6f3cb

Observation 2b4b77c3-e485-47d5-8d4a-7193102d8e0f · outbound

This paper cites Bansal, A., Schwarzschild, A., Borgnia, E., Emam, Z., Huang, F., Goldblum, M., and Goldstein, T.

On the Role of Computation in Reinforcement Learning Bansal, A., Schwarzschild, A., Borgnia, E., Emam, Z., Huang, F., Goldblum, M., and Goldstein, T

Reference 2016

Resolution
unresolved
no resolver link, observed 2026-08-03T04:11:23.789300Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T04:11:23.789300Z digest=sha256:b6d7925d0e20d8dcf473d2e14aa40a72d226033d48b3a47d5b19544196c745de

Observation d775eedd-c101-402c-a818-77f9f7e92855 · outbound

This paper cites an unresolved cited work.

On the Role of Computation in Reinforcement Learning Unresolved cited work

Reference 2017

Resolution
unresolved
no resolver link, observed 2026-08-03T04:11:24.134676Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T04:11:24.134676Z digest=sha256:8fdbe3f2fa4679860b369f080c5faf9b3c6bf81351a3c69b85d0f6ad55f8a39b

Observation be74f82f-4c48-487e-8efe-d60d029238bf · outbound

This paper cites The Difficulty of Passive Learning in Deep Reinforcement Learning.

On the Role of Computation in Reinforcement Learning The Difficulty of Passive Learning in Deep Reinforcement Learning

Reference 2019

Resolution
unresolved
no resolver link, observed 2026-08-03T04:11:24.246329Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T04:11:24.246329Z digest=sha256:bc0b8e1f1cefdabaaf3d25b4eb88d9b77124cd6ff57172a9e1514ae8003230f9

Observation 3b911c06-04d8-4df7-8990-93dcde4ff8ea · outbound

This paper cites Interpreting Emergent Planning in Model-Free Reinforcement Learning.

On the Role of Computation in Reinforcement Learning Interpreting Emergent Planning in Model-Free Reinforcement Learning

Reference 2020

Resolution
unresolved
no resolver link, observed 2026-08-03T04:11:23.856866Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T04:11:23.856866Z digest=sha256:c15e22d4725045872185e69544a5cc92eec5ca057972405e4418653ba8b93db4

Observation f8cf534e-13f3-4031-9559-616e32d0dffd · outbound

This paper cites Training Verifiers to Solve Math Word Problems.

On the Role of Computation in Reinforcement Learning Training Verifiers to Solve Math Word Problems

Reference 2024

Resolution
unresolved
no resolver link, observed 2026-08-03T04:11:23.938156Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T04:11:23.938156Z digest=sha256:0186e7fec5041cefa38c6e1b88ff00deb104811eb8fa557e1d933c08dc2ea23e

Observation d67a83c6-768b-4b73-8c73-e02c2f06bf1e · outbound

This paper cites An investigation of model-free planning.

On the Role of Computation in Reinforcement Learning An investigation of model-free planning

Reference 2473

Resolution
unresolved
no resolver link, observed 2026-08-03T04:11:24.040776Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T04:11:24.040776Z digest=sha256:8c4415661f139322465778cd25fb3603da7c28285810f3cb69b893585aec1f53

Pith citing papers

Observation fb8d3541-579e-47eb-8141-5da2cbb5201d · inbound

Inverting the Bellman Equation: From $Q$-Values to World Models cites this paper.

Inverting the Bellman Equation: From $Q$-Values to World Models On the Role of Computation in Reinforcement Learning

Reference 46

Resolution
verified exact
local_arxiv, observed 2026-07-04T06:19:38.676723Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-06-26T14:33:45.062290Z digest=sha256:6b65e17c6d6dae005fb3379759cfa2a8d84b3ffdb9416a1e6cb8943cced8760e