Paper Citation Record · LEDGER

Sailing by the Stars: A Survey on Reward Models and Learning Strategies for Learning from Rewards

As of 8 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 8 inbound Pith citation observations for arXiv:2505.02686.

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

pith.paper-citation-record.v1
2505.02686 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 8 of 8 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 8 of 8 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T15:39:19.201927Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-04T07:59:40.123100Z

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 60d052a9-dcb5-45c1-9584-344c8260366a · inbound

SCOPE: Compress Mathematical Reasoning Steps for Efficient Automated Process Annotation cites this paper.

SCOPE: Compress Mathematical Reasoning Steps for Efficient Automated Process Annotation Sailing by the Stars: A Survey on Reward Models and Learning Strategies for Learning from Rewards

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-07T15:39:19.201927Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b08205ac-ba61-43a9-a7d5-dbcb2efed3b2 · inbound

Training LLMs for EHR-Based Reasoning Tasks via Reinforcement Learning cites this paper.

Training LLMs for EHR-Based Reasoning Tasks via Reinforcement Learning Sailing by the Stars: A Survey on Reward Models and Learning Strategies for Learning from Rewards

Reference 58

Resolution: unresolved; no resolver link, observed 2026-08-07T12:40:13.070016Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation af4c72b2-bc22-40cc-85b2-9cb08932bbd9 · inbound

ReAgent-V: A Reward-Driven Multi-Agent Framework for Video Understanding cites this paper.

ReAgent-V: A Reward-Driven Multi-Agent Framework for Video Understanding Sailing by the Stars: A Survey on Reward Models and Learning Strategies for Learning from Rewards

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-07T11:52:04.806540Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ba0db544-a3dc-49a4-99ab-304f93204ed0 · inbound

Towards Storage-Efficient Visual Document Retrieval: An Empirical Study on Reducing Patch-Level Embeddings cites this paper.

Towards Storage-Efficient Visual Document Retrieval: An Empirical Study on Reducing Patch-Level Embeddings Sailing by the Stars: A Survey on Reward Models and Learning Strategies for Learning from Rewards

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-07T10:34:49.797401Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a9257381-076a-420b-acae-22465db6a9cc · inbound

PEER: Unified Process-Outcome Reinforcement Learning for Structured Empathetic Reasoning cites this paper.

PEER: Unified Process-Outcome Reinforcement Learning for Structured Empathetic Reasoning Sailing by the Stars: A Survey on Reward Models and Learning Strategies for Learning from Rewards

Reference 10

Resolution: verified exact; arxiv_id, observed 2026-05-18T23:16:53.795613Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation fc378cd4-d001-44b5-98fd-4880a08afbb8 · inbound

Unsupervised Hallucination Detection by Inspecting Reasoning Processes cites this paper.

Unsupervised Hallucination Detection by Inspecting Reasoning Processes Sailing by the Stars: A Survey on Reward Models and Learning Strategies for Learning from Rewards

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-04T18:25:37.408457Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 44eb936b-cc01-450d-a763-d02363a1ccd7 · inbound

Trust Region On-Policy Distillation cites this paper.

Trust Region On-Policy Distillation Sailing by the Stars: A Survey on Reward Models and Learning Strategies for Learning from Rewards

Reference 20

Resolution: verified exact; arxiv_id, observed 2026-07-01T20:56:13.574362Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 5ceacf62-af66-4d4e-9ce2-3b095fa951ad · inbound

Modularized Reinforcement Learning on LLMs: From MDP Creation to Exploration and Learning cites this paper.

Modularized Reinforcement Learning on LLMs: From MDP Creation to Exploration and Learning Sailing by the Stars: A Survey on Reward Models and Learning Strategies for Learning from Rewards

Reference 228

Resolution: verified exact; arxiv_id, observed 2026-07-04T07:59:40.124708Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.