Paper Citation Record · LEDGER

Hybrid Group Relative Policy Optimization: A Multi-Sample Approach to Enhancing Policy Optimization

As of 7 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 6 inbound Pith citation observations for arXiv:2502.01652.

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

pith.paper-citation-record.v1
2502.01652 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 6 of 6 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00

measured 6 of 6 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T15:20:10.552803Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-01T15:15:47.315708Z

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 ae8c1636-467b-47d2-9de2-31f898d0f24a · inbound

AM-PPO: (Advantage) Alpha-Modulation with Proximal Policy Optimization cites this paper.

AM-PPO: (Advantage) Alpha-Modulation with Proximal Policy Optimization Hybrid Group Relative Policy Optimization: A Multi-Sample Approach to Enhancing Policy Optimization

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-07T15:20:10.552803Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e7818414-6f38-458f-88c9-6ff2bb6c12b0 · inbound

Activation Control for Efficiently Eliciting Long Chain-of-thought Ability of Language Models cites this paper.

Activation Control for Efficiently Eliciting Long Chain-of-thought Ability of Language Models Hybrid Group Relative Policy Optimization: A Multi-Sample Approach to Enhancing Policy Optimization

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-07T14:46:17.575076Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 26f352d2-bb61-4b59-9368-03abe5d0fc8b · inbound

DeepSeek: Paradigm Shifts and Technical Evolution in Large AI Models cites this paper.

DeepSeek: Paradigm Shifts and Technical Evolution in Large AI Models Hybrid Group Relative Policy Optimization: A Multi-Sample Approach to Enhancing Policy Optimization

Reference 121

Resolution: unresolved; no resolver link, observed 2026-08-06T17:47:40.317048Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 82dad115-11ff-4a67-b5ab-5acc990cc05b · inbound

CogDual: Enhancing Dual Cognition of LLMs via Reinforcement Learning with Implicit Rule-Based Rewards cites this paper.

CogDual: Enhancing Dual Cognition of LLMs via Reinforcement Learning with Implicit Rule-Based Rewards Hybrid Group Relative Policy Optimization: A Multi-Sample Approach to Enhancing Policy Optimization

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-06T15:02:26.981947Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a77361da-145c-4ce6-951c-ceb4e777e034 · inbound

Advantage Collapse in Group Relative Policy Optimization: Diagnosis and Mitigation cites this paper.

Advantage Collapse in Group Relative Policy Optimization: Diagnosis and Mitigation Hybrid Group Relative Policy Optimization: A Multi-Sample Approach to Enhancing Policy Optimization

Reference 31

Resolution: verified exact; arxiv_id, observed 2026-05-21T06:09:41.327840Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation e5fcd091-6d8a-4b24-85f8-3451dce56e07 · inbound

Advantage Collapse in Group Relative Policy Optimization: Diagnosis and Mitigation cites this paper.

Advantage Collapse in Group Relative Policy Optimization: Diagnosis and Mitigation Hybrid Group Relative Policy Optimization: A Multi-Sample Approach to Enhancing Policy Optimization

Reference 31

Resolution: verified exact; arxiv_id, observed 2026-07-01T15:15:47.317545Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.