Paper Citation Record · LEDGER

Beyond On-Policy Exploration: Integrating External Policy Rollouts for Reinforcement Learning in Diffusion Language Models

As of 13 August 2026, this Paper Citation Record lists 38 of 38 outbound references and 0 inbound Pith citation observations for arXiv:2608.01717.

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

pith.paper-citation-record.v1
2608.01717 v1

Coverage vector

measured 38 of 38 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-04T22:20:08.802604Z

measured 38 of 38 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-13T06:32:02.005865+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

38 of 38 outbound references displayed

verified exact0
verified fuzzy4
unresolved34
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation e096106b-ccb8-4b44-8d88-e96efa60d70a · outbound

This paper cites an unresolved cited work.

Beyond On-Policy Exploration: Integrating External Policy Rollouts for Reinforcement Learning in Diffusion Language Models Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-04T22:20:09.205227Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation d86cc0e2-1e6b-4020-97a5-d3422b44db29 · outbound

This paper cites an unresolved cited work.

Beyond On-Policy Exploration: Integrating External Policy Rollouts for Reinforcement Learning in Diffusion Language Models Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-04T22:20:09.194915Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 4f001faf-74fe-4b1c-9ffa-d3156560e08f · outbound

This paper cites an unresolved cited work.

Beyond On-Policy Exploration: Integrating External Policy Rollouts for Reinforcement Learning in Diffusion Language Models Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-04T22:20:09.183473Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation ec41f3b1-52f3-4a54-972e-7abf67bfe60f · outbound

This paper cites an unresolved cited work.

Beyond On-Policy Exploration: Integrating External Policy Rollouts for Reinforcement Learning in Diffusion Language Models Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-04T22:20:09.172824Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 57065abc-120d-4570-bf53-dca3a129b7cd · outbound

This paper cites an unresolved cited work.

Beyond On-Policy Exploration: Integrating External Policy Rollouts for Reinforcement Learning in Diffusion Language Models Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-04T22:20:09.161233Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation a104d9a5-d879-4362-a2cf-94fddf81b289 · outbound

This paper cites an unresolved cited work.

Beyond On-Policy Exploration: Integrating External Policy Rollouts for Reinforcement Learning in Diffusion Language Models Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-04T22:20:09.150353Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation d1be0296-d4e7-4624-8f6a-988cc45148dd · outbound

This paper cites Dream 7B: Diffusion Large Language Models.

Beyond On-Policy Exploration: Integrating External Policy Rollouts for Reinforcement Learning in Diffusion Language Models Dream 7B: Diffusion Large Language Models

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-04T22:20:08.688031Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 237041a8-3fd2-4a4f-8fcd-d6dd0d2e45be · outbound

This paper cites an unresolved cited work.

Beyond On-Policy Exploration: Integrating External Policy Rollouts for Reinforcement Learning in Diffusion Language Models Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-04T22:20:09.139351Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation aca783a0-b0b8-4563-a630-46910f2a96fd · outbound

This paper cites an unresolved cited work.

Beyond On-Policy Exploration: Integrating External Policy Rollouts for Reinforcement Learning in Diffusion Language Models Unresolved cited work

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-04T22:20:08.695571Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6f174b15-af9e-440a-a6a8-c0062e2d774e · outbound

This paper cites Rojas, J.

Beyond On-Policy Exploration: Integrating External Policy Rollouts for Reinforcement Learning in Diffusion Language Models Rojas, J

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-04T22:20:08.699209Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation adea863f-3067-4dcf-83c0-6a75b7824776 · outbound

This paper cites SPG: Sandwiched Policy Gradient for Masked Diffusion Language Models.

Beyond On-Policy Exploration: Integrating External Policy Rollouts for Reinforcement Learning in Diffusion Language Models SPG: Sandwiched Policy Gradient for Masked Diffusion Language Models

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-04T22:20:08.702639Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9e802747-b552-46e6-b3ef-2ab327fc7b73 · outbound

This paper cites Tulu 3: Pushing Frontiers in Open Language Model Post-Training.

Beyond On-Policy Exploration: Integrating External Policy Rollouts for Reinforcement Learning in Diffusion Language Models Tulu 3: Pushing Frontiers in Open Language Model Post-Training

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-04T22:20:08.707330Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4a4ede1d-cbef-4856-88d1-37037bf52dc4 · outbound

This paper cites DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models.

Beyond On-Policy Exploration: Integrating External Policy Rollouts for Reinforcement Learning in Diffusion Language Models DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-04T22:20:08.711501Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1c04d651-2594-46fd-85ea-11af995948d6 · outbound

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

Beyond On-Policy Exploration: Integrating External Policy Rollouts for Reinforcement Learning in Diffusion Language Models DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-04T22:20:08.715123Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dc1bb8a5-b3c2-4f92-8171-e11df334ee29 · outbound

This paper cites an unresolved cited work.

Beyond On-Policy Exploration: Integrating External Policy Rollouts for Reinforcement Learning in Diffusion Language Models Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-04T22:20:09.127466Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation e1e6ac47-a1d4-45d5-b481-7419f0e18e4f · outbound

This paper cites an unresolved cited work.

Beyond On-Policy Exploration: Integrating External Policy Rollouts for Reinforcement Learning in Diffusion Language Models Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-04T22:20:09.117792Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation d991f920-9f99-4080-aa22-a09209cc8c0d · outbound

This paper cites an unresolved cited work.

Beyond On-Policy Exploration: Integrating External Policy Rollouts for Reinforcement Learning in Diffusion Language Models Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-04T22:20:09.107695Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 2a798e5d-cb6e-4a04-9552-425726e7d84f · outbound

This paper cites Lightman, V.

Beyond On-Policy Exploration: Integrating External Policy Rollouts for Reinforcement Learning in Diffusion Language Models Lightman, V

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T22:20:09.096121Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 24c87849-2400-4ee0-936e-896596840f92 · outbound

This paper cites an unresolved cited work.

Beyond On-Policy Exploration: Integrating External Policy Rollouts for Reinforcement Learning in Diffusion Language Models Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-04T22:20:09.085664Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation e4895cd6-cebd-40c9-b749-ece181cdfb8b · outbound

This paper cites Fast-dLLM: Training-free Acceleration of Diffusion LLM by Enabling KV Cache and Parallel Decoding.

Beyond On-Policy Exploration: Integrating External Policy Rollouts for Reinforcement Learning in Diffusion Language Models Fast-dLLM: Training-free Acceleration of Diffusion LLM by Enabling KV Cache and Parallel Decoding

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-04T22:20:08.735352Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6d711fa9-e3f3-4e83-a04e-2a99c6136159 · outbound

This paper cites dKV-Cache: The Cache for Diffusion Language Models.

Beyond On-Policy Exploration: Integrating External Policy Rollouts for Reinforcement Learning in Diffusion Language Models dKV-Cache: The Cache for Diffusion Language Models

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-04T22:20:08.739938Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 513cbfe5-4811-442a-b5f1-0ad45ee936e5 · outbound

This paper cites an unresolved cited work.

Beyond On-Policy Exploration: Integrating External Policy Rollouts for Reinforcement Learning in Diffusion Language Models Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-04T22:20:09.075012Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 1e453ca0-cb34-458f-9f89-eb0f03040060 · outbound

This paper cites an unresolved cited work.

Beyond On-Policy Exploration: Integrating External Policy Rollouts for Reinforcement Learning in Diffusion Language Models Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-08-04T22:20:09.063600Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 720df068-b430-4be1-b754-bee7492f274d · outbound

This paper cites an unresolved cited work.

Beyond On-Policy Exploration: Integrating External Policy Rollouts for Reinforcement Learning in Diffusion Language Models Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-04T22:20:09.052684Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 4dc31006-ed98-48a3-9518-22812ce1d8f6 · outbound

This paper cites Arriola, A.

Beyond On-Policy Exploration: Integrating External Policy Rollouts for Reinforcement Learning in Diffusion Language Models Arriola, A

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T22:20:09.039973Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation d50e75eb-12d9-417b-9c14-2a49e892f2eb · outbound

This paper cites an unresolved cited work.

Beyond On-Policy Exploration: Integrating External Policy Rollouts for Reinforcement Learning in Diffusion Language Models Unresolved cited work

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-04T22:20:08.756727Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 10406f89-3dfb-4774-a6fd-e8f1e0b5ad0f · outbound

This paper cites Diffusion LLMs Can Do Faster-Than-AR Inference via Discrete Diffusion Forcing.

Beyond On-Policy Exploration: Integrating External Policy Rollouts for Reinforcement Learning in Diffusion Language Models Diffusion LLMs Can Do Faster-Than-AR Inference via Discrete Diffusion Forcing

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-04T22:20:08.760164Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation af939b89-e9d0-4978-858c-0c7f00239991 · outbound

This paper cites an unresolved cited work.

Beyond On-Policy Exploration: Integrating External Policy Rollouts for Reinforcement Learning in Diffusion Language Models Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-08-04T22:20:09.029010Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 4ad35dd3-0b95-467f-9b14-95345db8f117 · outbound

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

Beyond On-Policy Exploration: Integrating External Policy Rollouts for Reinforcement Learning in Diffusion Language Models DiffuCoder: Understanding and Improving Masked Diffusion Models for Code Generation

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-04T22:20:08.768240Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9800470a-af6c-4111-adcf-cae611f4a994 · outbound

This paper cites Huang, Z.

Beyond On-Policy Exploration: Integrating External Policy Rollouts for Reinforcement Learning in Diffusion Language Models Huang, Z

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-04T22:20:08.772667Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 543211e5-3723-4a51-9c8f-0a0dc9d70c27 · outbound

This paper cites an unresolved cited work.

Beyond On-Policy Exploration: Integrating External Policy Rollouts for Reinforcement Learning in Diffusion Language Models Unresolved cited work

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-04T22:20:08.776663Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0b3b66b2-8bfd-47d4-815e-adb0f65f1061 · outbound

This paper cites Inpainting-Guided Policy Optimization for Diffusion Large Language Models.

Beyond On-Policy Exploration: Integrating External Policy Rollouts for Reinforcement Learning in Diffusion Language Models Inpainting-Guided Policy Optimization for Diffusion Large Language Models

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-04T22:20:08.780638Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 52a38966-a95b-4c64-8bcc-0026524ed239 · outbound

This paper cites Understanding R1-Zero-Like Training: A Critical Perspective.

Beyond On-Policy Exploration: Integrating External Policy Rollouts for Reinforcement Learning in Diffusion Language Models Understanding R1-Zero-Like Training: A Critical Perspective

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-04T22:20:08.784761Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 80e1e70d-e95f-4710-a360-df49cf06192f · outbound

This paper cites Qwen3 Technical Report.

Beyond On-Policy Exploration: Integrating External Policy Rollouts for Reinforcement Learning in Diffusion Language Models Qwen3 Technical Report

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-04T22:20:08.788734Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 99e55432-bda8-4b63-8efc-135d52b3891e · outbound

This paper cites Evaluating Large Language Models Trained on Code.

Beyond On-Policy Exploration: Integrating External Policy Rollouts for Reinforcement Learning in Diffusion Language Models Evaluating Large Language Models Trained on Code

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-04T22:20:08.792490Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5a4d79b0-2947-4878-98e7-95b7ba19befe · outbound

This paper cites an unresolved cited work.

Beyond On-Policy Exploration: Integrating External Policy Rollouts for Reinforcement Learning in Diffusion Language Models Unresolved cited work

Reference 36

Resolution: unresolved; raw_fallback, observed 2026-08-04T22:20:09.017340Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 6c0f16d9-8304-4881-917d-e3dc654cfb6d · outbound

This paper cites 24 PREPRINT, 2026.

Beyond On-Policy Exploration: Integrating External Policy Rollouts for Reinforcement Learning in Diffusion Language Models 24 PREPRINT, 2026

Reference 2012

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T22:20:08.994240Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation ebd7d880-1ef7-4521-a9c0-cf257f86a566 · outbound

This paper cites degree in the Interdisciplinary Program in Artificial Intelli- gence at Seoul National University, Seoul, Korea.

Beyond On-Policy Exploration: Integrating External Policy Rollouts for Reinforcement Learning in Diffusion Language Models degree in the Interdisciplinary Program in Artificial Intelli- gence at Seoul National University, Seoul, Korea

Reference 2023

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T22:20:09.006886Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Pith citing papers

No inbound Pith citation observations are available.