Pith. sign in

Paper Citation Record · LEDGER

Maximum Entropy RL (Provably) Solves Some Robust RL Problems

As of 10 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 17 inbound Pith citation observations for arXiv:2103.06257.

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

pith.paper-citation-record.v1
2103.06257 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 17 of 17 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 17 of 17 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-09T21:21:34.220265Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-01T20:46:14.370062Z

Reference resolution

0 of 0 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved0
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 4a14fb0d-c3b4-4b8a-b61e-430707e62963 · inbound

Reinforcement Learning on Reconfigurable Hardware: Overcoming Material Variability in Laser Material Processing cites this paper.

Reinforcement Learning on Reconfigurable Hardware: Overcoming Material Variability in Laser Material Processing Maximum Entropy RL (Provably) Solves Some Robust RL Problems

Reference 22

Resolution
unresolved
no resolver link, observed 2026-08-09T21:21:34.220265Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T21:21:34.220265Z digest=sha256:68cf1ae627da7e0102afff89e4b304b2c9875fd5c01030a0101ac494d96e318a

Observation 0b14e092-f610-4b31-9de8-b4197e794a4a · inbound

The Unreasonable Effectiveness of Entropy Minimization in LLM Reasoning cites this paper.

The Unreasonable Effectiveness of Entropy Minimization in LLM Reasoning Maximum Entropy RL (Provably) Solves Some Robust RL Problems

Reference 19

Resolution
verified exact
arxiv_id, observed 2026-05-18T15:58:33.623204Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-18T15:58:33.219451Z digest=sha256:c0e3072eb647f0c35c07d1d04dfda10b6f85b35391487d0c7ff21801c2a91b09

Observation 016885b5-6336-4a61-83bc-6130eab112a1 · inbound

Distributionally Robust Deep Q-Learning cites this paper.

Distributionally Robust Deep Q-Learning Maximum Entropy RL (Provably) Solves Some Robust RL Problems

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-07T14:26:48.211513Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:26:48.211513Z digest=sha256:8644e0a542f3658094d0454285803373f434fcefdeda3801df2b0135035515df

Observation 11438e06-5740-4e59-8130-5d739374ddb3 · inbound

When Maximum Entropy Misleads Policy Optimization cites this paper.

When Maximum Entropy Misleads Policy Optimization Maximum Entropy RL (Provably) Solves Some Robust RL Problems

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-07T10:22:17.058715Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T10:22:17.058715Z digest=sha256:22a7ac6bd4f67bc4c3c1d71bfff7e7ebf08f5c847bbf6f69f25d884686bf6464

Observation d459e129-a441-41ff-abb6-43e3d7f28960 · inbound

A Survey of Reinforcement Learning for Large Reasoning Models cites this paper.

A Survey of Reinforcement Learning for Large Reasoning Models Maximum Entropy RL (Provably) Solves Some Robust RL Problems

Reference 127

Resolution
verified exact
arxiv_id, observed 2026-05-18T00:02:25.331332Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-05-18T00:02:24.352947Z digest=sha256:0548963385a85a13c5b405a3e21920f396ca5ae616f9ee17d1ed7b5a66d8c5d9

Observation 59c021e6-e479-44db-b6e2-9e0602249ccd · inbound

Failure Modes of Maximum Entropy RLHF cites this paper.

Failure Modes of Maximum Entropy RLHF Maximum Entropy RL (Provably) Solves Some Robust RL Problems

Reference 16

Resolution
verified exact
arxiv_id, observed 2026-05-18T14:02:39.730332Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-05-18T14:02:11.084514Z digest=sha256:d92c004ee7f7142ca9d2ec5df5b2e17bd74717ddad190e2fcf0458359b3c1671

Observation 4a3fec9a-378b-4b3f-a59a-966e6d35fca0 · inbound

RobustVLA: On Robustness of Vision-Language-Action Model against Multi-Modal Perturbations cites this paper.

RobustVLA: On Robustness of Vision-Language-Action Model against Multi-Modal Perturbations Maximum Entropy RL (Provably) Solves Some Robust RL Problems

Reference 2022

Resolution
unresolved
no resolver link, observed 2026-08-04T14:58:36.682378Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T14:58:36.682378Z digest=sha256:717c0d2c417ea9c8bf48530808d7f4e0665266ea320b2adeac3a1d167c37c026

Observation e2735e6a-ddad-4c94-a5ac-f5f002fc71dd · inbound

Robust Policy Optimization to Prevent Catastrophic Forgetting cites this paper.

Robust Policy Optimization to Prevent Catastrophic Forgetting Maximum Entropy RL (Provably) Solves Some Robust RL Problems

Reference 18

Resolution
verified exact
arxiv_id, observed 2026-05-16T05:37:24.301959Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-16T05:33:42.965249Z digest=sha256:51761a3cb88be020d41816d2d17b76ed9980228bc0bc4796c68980343ba23c94

Observation f0f9b06c-633e-4a81-afa9-c670311ac458 · inbound

Robust Adversarial Policy Optimization Under Dynamics Uncertainty cites this paper.

Robust Adversarial Policy Optimization Under Dynamics Uncertainty Maximum Entropy RL (Provably) Solves Some Robust RL Problems

Reference 2

Resolution
verified exact
arxiv_id, observed 2026-05-11T09:26:03.569035Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-10T16:00:33.267264Z digest=sha256:c0d8c84ebcb1df6d9b09496ffcac37f9dad0b54aa91eea03166c887a02009774

Observation 7c2f6ba4-1c4b-44cc-a561-99e174eaaa0f · inbound

Reinforcement Learning via Value Gradient Flow cites this paper.

Reinforcement Learning via Value Gradient Flow Maximum Entropy RL (Provably) Solves Some Robust RL Problems

Reference 18

Resolution
verified exact
arxiv_id, observed 2026-05-10T13:20:25.673260Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-05-10T13:18:16.532434Z digest=sha256:1f0e70213b652df1dcc1b701e1a7195859d6a536c0303d34b0c5d3ec588fcc4a

Observation 31e20043-8c2b-4860-bfec-54c83132d110 · inbound

Compute Aligned Training: Optimizing for Test Time Inference cites this paper.

Compute Aligned Training: Optimizing for Test Time Inference Maximum Entropy RL (Provably) Solves Some Robust RL Problems

Reference 32

Resolution
verified exact
arxiv_id, observed 2026-05-11T21:51:11.758180Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-08T04:12:53.868648Z digest=sha256:222145bff836e69e048dbb121c8e6754c5b98d3962039051d088e34906eae8e6

Observation d65b10d3-0de8-4757-bb36-2d9b6dc885ce · inbound

Compute Aligned Training: Optimizing for Test Time Inference cites this paper.

Compute Aligned Training: Optimizing for Test Time Inference Maximum Entropy RL (Provably) Solves Some Robust RL Problems

Reference 32

Resolution
verified exact
arxiv_id, observed 2026-05-21T08:44:04.636436Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-21T08:41:49.623026Z digest=sha256:8387765219f907a46f43f5dd6484949c52ab0d54018b0d06036dcf0a1ece5697

Observation 76d63982-a189-45d3-a6d0-3cccde97d05e · inbound

Mutual Information Optimal Density Control of Linear Systems and Generalized Schr\"{o}dinger Bridges with Reference Refinement cites this paper.

Mutual Information Optimal Density Control of Linear Systems and Generalized Schr\"{o}dinger Bridges with Reference Refinement Maximum Entropy RL (Provably) Solves Some Robust RL Problems

Reference 13

Resolution
verified exact
arxiv_id, observed 2026-05-12T05:56:24.496334Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-12T04:48:43.030341Z digest=sha256:849a0331bfdd794c9c90937542c8cdc0c598c0a54306727be1433a40d3e342cd

Observation 94f56815-2179-4fda-b097-666a5c0f1000 · inbound

Beyond Mode Collapse: Distribution Matching for Diverse Reasoning cites this paper.

Beyond Mode Collapse: Distribution Matching for Diverse Reasoning Maximum Entropy RL (Provably) Solves Some Robust RL Problems

Reference 11

Resolution
verified exact
arxiv_id, observed 2026-05-20T05:33:04.118658Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-20T05:30:37.685873Z digest=sha256:9f7f014b701060bbefe9237f341e306babf4d12b3cf2310de0c8c9bc9e78adc9

Observation 247da142-9fa0-4733-9d82-fb746e4928b3 · inbound

LC-ERD: Mining Latent Logic for Self-Evolving Reasoning via Consistency-Regulated Reward Decomposition cites this paper.

LC-ERD: Mining Latent Logic for Self-Evolving Reasoning via Consistency-Regulated Reward Decomposition Maximum Entropy RL (Provably) Solves Some Robust RL Problems

Reference 9

Resolution
verified exact
arxiv_id, observed 2026-06-30T18:45:00.059456Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-06-30T18:44:14.878564Z digest=sha256:15eb7cd20e7321fe12c25b8e6e8109a7857fcac2d0d5dc1746393fc1d922561a

Observation 842a6a8c-96b6-409e-bc06-05431658e723 · inbound

Trust Region On-Policy Distillation cites this paper.

Trust Region On-Policy Distillation Maximum Entropy RL (Provably) Solves Some Robust RL Problems

Reference 223

Resolution
metadata mismatch
arxiv_id, observed 2026-07-01T20:46:14.371614Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-06-28T17:38:50.313305Z digest=sha256:e18e14d1bb2c48a8951d265aef2964a6c9b9c9bff7ae43c3ba70ddcf2fdb164c

Observation ad5219bc-7e7c-4b91-9800-317de72983df · inbound

Sample-Efficient Post-Training for LEGO Spatial-Physics Reasoning cites this paper.

Sample-Efficient Post-Training for LEGO Spatial-Physics Reasoning Maximum Entropy RL (Provably) Solves Some Robust RL Problems

Reference 68

Resolution
metadata mismatch
arxiv_id, observed 2026-06-28T23:42:49.531045Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-06-28T23:38:38.127345Z digest=sha256:a2a8536f62ccc622e5f2fde1d03d37224c3c6ad88cc96a2dcdc78458cd78cbf6