Paper Citation Record · LEDGER

Enhancing Reasoning for Diffusion LLMs via Distribution Matching Policy Optimization

As of 17 August 2026, this Paper Citation Record lists 13 of 13 outbound references and 2 inbound Pith citation observations for arXiv:2510.08233.

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

pith.paper-citation-record.v1
2510.08233 v3

Coverage vector

measured 13 of 13 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-04T10:56:37.506852Z

measured 15 of 15 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-06-29T08:44:53.969301Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-06-29T08:53:16.381851Z

Reference resolution

13 of 13 outbound references displayed

verified exact0
verified fuzzy0
unresolved13
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation a2275442-ded0-4c9d-8f81-94fc46f07913 · outbound

This paper cites an unresolved cited work.

Enhancing Reasoning for Diffusion LLMs via Distribution Matching Policy Optimization Unresolved cited work

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-04T10:56:36.895442Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e94fbefa-5873-4bc4-9674-1e07bd982be5 · outbound

This paper cites an unresolved cited work.

Enhancing Reasoning for Diffusion LLMs via Distribution Matching Policy Optimization Unresolved cited work

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-04T10:56:36.975282Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 648c90f4-5b15-4143-8eea-dd74947945f9 · outbound

This paper cites 4.Integer Answer Reward:+0.5if the retrieved answer parses as an integer.

Enhancing Reasoning for Diffusion LLMs via Distribution Matching Policy Optimization 4.Integer Answer Reward:+0.5if the retrieved answer parses as an integer

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-04T10:56:37.034856Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2f868b88-6cd3-4e51-a4a0-5235dae69e9b · outbound

This paper cites For example, Zhao et al.

Enhancing Reasoning for Diffusion LLMs via Distribution Matching Policy Optimization For example, Zhao et al

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-04T10:56:36.816166Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 663bdffb-1f57-4408-9e7e-7e13d5b345b7 · outbound

This paper cites 2.Correctness Reward:+2when the correct answer is enclosed in\boxed{}.

Enhancing Reasoning for Diffusion LLMs via Distribution Matching Policy Optimization 2.Correctness Reward:+2when the correct answer is enclosed in\boxed{}

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-04T10:56:37.225635Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c18679bf-6b34-4150-b48d-78ce5f066e68 · outbound

This paper cites an unresolved cited work.

Enhancing Reasoning for Diffusion LLMs via Distribution Matching Policy Optimization Unresolved cited work

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-04T10:56:37.302615Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7e285fee-842d-4fbb-8e58-beffbc16d515 · outbound

This paper cites an unresolved cited work.

Enhancing Reasoning for Diffusion LLMs via Distribution Matching Policy Optimization Unresolved cited work

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-04T10:56:37.377963Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dd63e2c9-2307-407a-a86e-c8d5a5618721 · outbound

This paper cites an unresolved cited work.

Enhancing Reasoning for Diffusion LLMs via Distribution Matching Policy Optimization Unresolved cited work

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-04T10:56:37.451660Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 66a8c30d-85da-4139-9a64-9acc53b85723 · outbound

This paper cites an unresolved cited work.

Enhancing Reasoning for Diffusion LLMs via Distribution Matching Policy Optimization Unresolved cited work

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-04T10:56:37.506852Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f6a5bc56-8768-4632-aa82-6e69b21e14f0 · outbound

This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.

Enhancing Reasoning for Diffusion LLMs via Distribution Matching Policy Optimization DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 2014

Resolution: unresolved; no resolver link, observed 2026-08-04T10:56:36.699521Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 800ad2a0-9efb-41ed-8a19-d5fddc32a4b2 · outbound

This paper cites Revolutionizing Reinforcement Learning Framework for Diffusion Large Language Models.

Enhancing Reasoning for Diffusion LLMs via Distribution Matching Policy Optimization Revolutionizing Reinforcement Learning Framework for Diffusion Large Language Models

Reference 2016

Resolution: unresolved; no resolver link, observed 2026-08-04T10:56:36.762055Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f79244c4-042e-42e9-bc96-c60ba0e329b4 · outbound

This paper cites We conduct fine-tuning on the train split and evaluate on the test split.3 The reward comprises.

Enhancing Reasoning for Diffusion LLMs via Distribution Matching Policy Optimization We conduct fine-tuning on the train split and evaluate on the test split.3 The reward comprises

Reference 2021

Resolution: unresolved; no resolver link, observed 2026-08-04T10:56:37.116694Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7b1cadbe-872b-4225-999f-b31939406525 · outbound

This paper cites DiffuCoder: Understanding and Improving Masked Diffusion Models for Code Generation.

Enhancing Reasoning for Diffusion LLMs via Distribution Matching Policy Optimization DiffuCoder: Understanding and Improving Masked Diffusion Models for Code Generation

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-04T10:56:36.658022Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 25ec4d80-41c3-4696-be6c-f74ff3303283 · inbound

Contrastive Distribution Matching for Amortized Sequential Monte Carlo in Discrete Diffusion cites this paper.

Contrastive Distribution Matching for Amortized Sequential Monte Carlo in Discrete Diffusion Enhancing Reasoning for Diffusion LLMs via Distribution Matching Policy Optimization

Reference 99

Resolution: verified exact; arxiv_id, observed 2026-07-14T02:20:18.985734Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 59cbdc2e-3637-451f-93fa-404888b64d89 · inbound

GDSD: Reinforcement Learning as Guided Denoiser Self-Distillation for Diffusion Language Models cites this paper.

GDSD: Reinforcement Learning as Guided Denoiser Self-Distillation for Diffusion Language Models Enhancing Reasoning for Diffusion LLMs via Distribution Matching Policy Optimization

Reference 67

Resolution: malformed identifier; arxiv_id, observed 2026-07-14T02:20:18.985734Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.