Paper Citation Record · LEDGER

Beyond Normalization: Rethinking the Partition Function as a Difficulty Scheduler for RLVR

As of 10 August 2026, this Paper Citation Record lists 6 of 6 outbound references and 0 inbound Pith citation observations for arXiv:2602.12642.

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

pith.paper-citation-record.v1
2602.12642 v2

Coverage vector

measured 6 of 6 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-02T23:51:57.690076Z

measured 6 of 6 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

6 of 6 outbound references displayed

verified exact0
verified fuzzy0
unresolved6
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 2aa78f16-523a-44a2-8d7e-9e2a3bd53c74 · outbound

This paper cites Kim, M., Yun, T., Bengio, E., Zhang, D., Bengio, Y ., Ahn, S., and Park, J.

Beyond Normalization: Rethinking the Partition Function as a Difficulty Scheduler for RLVR Kim, M., Yun, T., Bengio, E., Zhang, D., Bengio, Y ., Ahn, S., and Park, J

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-02T23:51:57.232461Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c5ddaa0d-e2a8-4eab-8d74-3881f8a03d7d · outbound

This paper cites Qu, Y ., Wang, Q., Mao, Y ., Hu, V.

Beyond Normalization: Rethinking the Partition Function as a Difficulty Scheduler for RLVR Qu, Y ., Wang, Q., Mao, Y ., Hu, V

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-02T23:51:57.526316Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 16d5eedc-00b9-4d80-a0be-77a5ed552e77 · outbound

This paper cites For FlowRL (Zhu et al., 2025a) and MoPPS (Qu et al., 2025), we adopt the official implementations and default hyperparameters provided by the authors in their implementations.

Beyond Normalization: Rethinking the Partition Function as a Difficulty Scheduler for RLVR For FlowRL (Zhu et al., 2025a) and MoPPS (Qu et al., 2025), we adopt the official implementations and default hyperparameters provided by the authors in their implementations

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-02T23:51:57.690076Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7d9f376a-d841-4cc6-8ab3-42a793a6e6e5 · outbound

This paper cites OpenAI o1 System Card.

Beyond Normalization: Rethinking the Partition Function as a Difficulty Scheduler for RLVR OpenAI o1 System Card

Reference 2021

Resolution: unresolved; no resolver link, observed 2026-08-02T23:51:57.115891Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aa66a248-c786-4daf-866c-a6f88cae9a94 · outbound

This paper cites RePO: Replay-Enhanced Policy Optimization.

Beyond Normalization: Rethinking the Partition Function as a Difficulty Scheduler for RLVR RePO: Replay-Enhanced Policy Optimization

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-02T23:51:57.410222Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f6ed4b5f-07d9-44f3-a9c5-c8335a1cc214 · outbound

This paper cites Evaluating Large Language Models Trained on Code.

Beyond Normalization: Rethinking the Partition Function as a Difficulty Scheduler for RLVR Evaluating Large Language Models Trained on Code

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-02T23:51:57.015194Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.