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Paper Citation Record · LEDGER

Toward Evaluative Thinking: Meta Policy Optimization with Evolving Reward Models

As of 16 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 3 inbound Pith citation observations for arXiv:2504.20157.

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

pith.paper-citation-record.v1
2504.20157 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 3 of 3 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 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-14T04:29:18.049711Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-13T06:07:56.781634Z

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 4a11841a-1d3f-494b-b92f-976e3a3625a3 · inbound

Rubrics as Rewards: Reinforcement Learning Beyond Verifiable Domains cites this paper.

Rubrics as Rewards: Reinforcement Learning Beyond Verifiable Domains Toward Evaluative Thinking: Meta Policy Optimization with Evolving Reward Models

Reference 18

Resolution
verified exact
arxiv_id, observed 2026-05-13T06:07:56.785000Z

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.

source=pdf_text observed=2026-05-13T06:07:56.678339Z digest=sha256:b726e17b7d765bebab981ca3345da4e6a83fef6e39ad9a5991b52e508df53602

Observation 514714e3-6952-4251-a15e-d7d09cae203f · inbound

Training with (Swap) Regret Loss in a Single-Layer Self-Attention Model: A Case Study on the Probability Simplex cites this paper.

Training with (Swap) Regret Loss in a Single-Layer Self-Attention Model: A Case Study on the Probability Simplex Toward Evaluative Thinking: Meta Policy Optimization with Evolving Reward Models

Reference 222

Resolution
unresolved
no resolver link, observed 2026-07-31T23:52:09.180660Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-07-31T23:52:09.180660Z digest=sha256:3465112a56537d8c986d1c427026d0e17364e1c2d6a39917b144f8e7ff3ed743

Observation 7112acee-2383-4d63-9ac7-fbb30715048d · inbound

Improving Generalization Robustness of Multimodal RLVR cites this paper.

Improving Generalization Robustness of Multimodal RLVR Toward Evaluative Thinking: Meta Policy Optimization with Evolving Reward Models

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-14T04:29:18.049711Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T04:29:18.049711Z digest=sha256:090c8fdff3b8299927dbfc40960d942be009fe7b561f1648d1370d116bdde0f3