Paper Citation Record · LEDGER

Optimizing Chain-of-Thought Reasoners via Gradient Variance Minimization in Rejection Sampling and RL

As of 15 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 9 inbound Pith citation observations for arXiv:2505.02391.

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

pith.paper-citation-record.v1
2505.02391 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 9 of 9 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-15T06:32:42.880941+00:00

measured 9 of 9 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T06:01:49.664298Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-02T06:06:41.070540Z

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 bccae710-a182-47cd-93e1-f582b97def4c · inbound

SIGMA: Refining Large Language Model Reasoning via Sibling-Guided Monte Carlo Augmentation cites this paper.

SIGMA: Refining Large Language Model Reasoning via Sibling-Guided Monte Carlo Augmentation Optimizing Chain-of-Thought Reasoners via Gradient Variance Minimization in Rejection Sampling and RL

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-07T06:01:49.664298Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 41bb5f15-b3ab-47ba-9182-7d978c723933 · inbound

Variance-Aware Baselines and Adaptive Learning Rates for Reinforcement Learning with Verifiable Rewards cites this paper.

Variance-Aware Baselines and Adaptive Learning Rates for Reinforcement Learning with Verifiable Rewards Optimizing Chain-of-Thought Reasoners via Gradient Variance Minimization in Rejection Sampling and RL

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-03T19:38:23.430181Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f0549afe-c503-48f6-b347-d34c7c8c723c · inbound

Variance-Aware Baselines and Adaptive Learning Rates for Reinforcement Learning with Verifiable Rewards cites this paper.

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-04T06:47:16.900557Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c27f7bb9-1692-4506-9202-d39226132c92 · inbound

A Task-Centric Theory for Iterative Self-Improvement with Easy-to-Hard Curricula cites this paper.

A Task-Centric Theory for Iterative Self-Improvement with Easy-to-Hard Curricula Optimizing Chain-of-Thought Reasoners via Gradient Variance Minimization in Rejection Sampling and RL

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-03T02:43:38.039514Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5063b41d-8853-4fbb-88d2-cb6914f75e65 · inbound

VI-CuRL: Stabilizing Verifier-Independent RL Reasoning via Confidence-Guided Variance Reduction cites this paper.

VI-CuRL: Stabilizing Verifier-Independent RL Reasoning via Confidence-Guided Variance Reduction Optimizing Chain-of-Thought Reasoners via Gradient Variance Minimization in Rejection Sampling and RL

Reference 33

Resolution: verified exact; arxiv_id, observed 2026-05-25T07:26:41.631562Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 3e1a0d99-f6cc-429c-96a5-c48079f6e7c8 · inbound

Your Model Diversity, Not Method, Determines Reasoning Strategy cites this paper.

Your Model Diversity, Not Method, Determines Reasoning Strategy Optimizing Chain-of-Thought Reasoners via Gradient Variance Minimization in Rejection Sampling and RL

Reference 17

Resolution: verified exact; arxiv_id, observed 2026-05-11T10:56:02.867497Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 9f7167e3-4397-4ab1-b6f7-9864df108db4 · inbound

Rethinking Importance Sampling in LLM Policy Optimization: A Cumulative Token Perspective cites this paper.

Rethinking Importance Sampling in LLM Policy Optimization: A Cumulative Token Perspective Optimizing Chain-of-Thought Reasoners via Gradient Variance Minimization in Rejection Sampling and RL

Reference 11

Resolution: metadata mismatch; arxiv_id, observed 2026-05-11T04:30:55.487341Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation b6111562-bf36-46ae-bf57-8811dabd805c · inbound

Rollout-Level Advantage-Prioritized Experience Replay for GRPO cites this paper.

Rollout-Level Advantage-Prioritized Experience Replay for GRPO Optimizing Chain-of-Thought Reasoners via Gradient Variance Minimization in Rejection Sampling and RL

Reference 72

Resolution: verified exact; arxiv_id, observed 2026-07-02T06:06:41.072433Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 514e9eb2-f1de-49df-ad60-8c9559b9b20c · inbound

Distill Where You Fail: Recovering Learning Signals of Negative RL-Groups from Adaptive Teacher Guidance cites this paper.

Distill Where You Fail: Recovering Learning Signals of Negative RL-Groups from Adaptive Teacher Guidance Optimizing Chain-of-Thought Reasoners via Gradient Variance Minimization in Rejection Sampling and RL

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-05T00:22:11.865683Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.