Paper Citation Record · LEDGER

Revolutionizing Reinforcement Learning Framework for Diffusion Large Language Models

As of 3 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 31 inbound Pith citation observations for arXiv:2509.06949.

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

pith.paper-citation-record.v1
2509.06949 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 31 of 31 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-03T06:30:56.289259+00:00

measured 31 of 31 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-03T10:09:23.651861Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-04T06:09:37.869529Z

Reference resolution

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
unresolved0
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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 bf21409b-dd4a-47fa-8e82-8af6c646eade · inbound

T$^\star$: Progressive Block Scaling for Masked Diffusion Language Models Through Trajectory Aware Reinforcement Learning cites this paper.

T$^\star$: Progressive Block Scaling for Masked Diffusion Language Models Through Trajectory Aware Reinforcement Learning Revolutionizing Reinforcement Learning Framework for Diffusion Large Language Models

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-03T10:09:23.651861Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aac8d34a-7ed5-4678-9637-f856fbdece51 · inbound

The Flexibility Trap: Rethinking the Value of Arbitrary Order in Diffusion Language Models cites this paper.

The Flexibility Trap: Rethinking the Value of Arbitrary Order in Diffusion Language Models Revolutionizing Reinforcement Learning Framework for Diffusion Large Language Models

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-03T09:03:21.032525Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f38b6adf-8604-426a-9c2a-df30ef681b13 · inbound

FlashBlock: Attention Caching for Efficient Long-Context Block Diffusion cites this paper.

FlashBlock: Attention Caching for Efficient Long-Context Block Diffusion Revolutionizing Reinforcement Learning Framework for Diffusion Large Language Models

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-03T04:24:06.167099Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f63daa97-6757-4967-94a6-cb94ef78eec6 · inbound

DICE: Diffusion Large Language Models Excel at Generating CUDA Kernels cites this paper.

DICE: Diffusion Large Language Models Excel at Generating CUDA Kernels Revolutionizing Reinforcement Learning Framework for Diffusion Large Language Models

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-03T00:05:27.122639Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d1841513-5677-477d-bdea-07091b1cae5d · inbound

Improving Sampling for Masked Diffusion Models via Information Gain cites this paper.

Improving Sampling for Masked Diffusion Models via Information Gain Revolutionizing Reinforcement Learning Framework for Diffusion Large Language Models

Reference 14

Resolution: verified exact; arxiv_id, observed 2026-05-25T07:35:29.593174Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 8ab909dd-c28a-4395-b2ce-ff9ad4979467 · inbound

MemDLM: Memory-Enhanced DLM Training cites this paper.

MemDLM: Memory-Enhanced DLM Training Revolutionizing Reinforcement Learning Framework for Diffusion Large Language Models

Reference 11

Resolution: metadata mismatch; arxiv_id, observed 2026-05-15T00:43:24.479970Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 3562d992-73ec-4496-a18f-477cfc4c09da · inbound

TAD: Temporal-Aware Trajectory Self-Distillation for Fast and Accurate Diffusion LLM cites this paper.

TAD: Temporal-Aware Trajectory Self-Distillation for Fast and Accurate Diffusion LLM Revolutionizing Reinforcement Learning Framework for Diffusion Large Language Models

Reference 38

Resolution: metadata mismatch; arxiv_id, observed 2026-05-12T05:46:26.356955Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation d9e9c51b-a69c-4215-9b40-43c49577bfe8 · inbound

Relative Score Policy Optimization for Diffusion Language Models cites this paper.

Relative Score Policy Optimization for Diffusion Language Models Revolutionizing Reinforcement Learning Framework for Diffusion Large Language Models

Reference 95

Resolution: metadata mismatch; arxiv_id, observed 2026-05-12T06:56:29.492965Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation dfda3f9e-43ee-47d2-9768-3826aefcf14a · inbound

Beyond Mode-Seeking RL: Trajectory-Balance Post-Training for Diffusion Language Models cites this paper.

Beyond Mode-Seeking RL: Trajectory-Balance Post-Training for Diffusion Language Models Revolutionizing Reinforcement Learning Framework for Diffusion Large Language Models

Reference 21

Resolution: metadata mismatch; arxiv_id, observed 2026-05-15T04:59:45.335288Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 9f028af6-4e13-4f28-b5e5-57169d77a00d · inbound

Sketch Then Paint: Hierarchical Reinforcement Learning for Diffusion Multi-Modal Large Language Models cites this paper.

Sketch Then Paint: Hierarchical Reinforcement Learning for Diffusion Multi-Modal Large Language Models Revolutionizing Reinforcement Learning Framework for Diffusion Large Language Models

Reference 22

Resolution: metadata mismatch; arxiv_id, observed 2026-05-19T21:22:48.527344Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 4931ca3e-ecc6-4b60-965e-d6d12050ac79 · inbound

Beyond Execution: Static-Analysis Rewards and Hint-Conditioned Diffusion RL for Code Generation cites this paper.

Beyond Execution: Static-Analysis Rewards and Hint-Conditioned Diffusion RL for Code Generation Revolutionizing Reinforcement Learning Framework for Diffusion Large Language Models

Reference 21

Resolution: metadata mismatch; arxiv_id, observed 2026-05-20T14:08:21.253476Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 1980fc2b-a08b-45dd-8dd2-795e2127eb22 · inbound

Fast-dDrive: Efficient Block-Diffusion VLM for Autonomous Driving cites this paper.

Fast-dDrive: Efficient Block-Diffusion VLM for Autonomous Driving Revolutionizing Reinforcement Learning Framework for Diffusion Large Language Models

Reference 16

Resolution: metadata mismatch; arxiv_id, observed 2026-05-25T05:06:38.500005Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation cddd6195-278a-4aed-a8f2-e4f8e212b7d3 · inbound

Fast-dDrive: Efficient Block-Diffusion VLM for Autonomous Driving cites this paper.

Fast-dDrive: Efficient Block-Diffusion VLM for Autonomous Driving Revolutionizing Reinforcement Learning Framework for Diffusion Large Language Models

Reference 16

Resolution: metadata mismatch; arxiv_id, observed 2026-06-30T16:35:12.302334Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 880e18e9-98e7-4abb-989f-c41f6c372eb3 · 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 Revolutionizing Reinforcement Learning Framework for Diffusion Large Language Models

Reference 54

Resolution: metadata mismatch; arxiv_id, observed 2026-06-29T08:53:16.365834Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 811ec5d0-7205-45ae-890d-c281b6f09ed5 · inbound

Dynamic Infilling Anchors for Format-Constrained Generation in Diffusion Large Language Models cites this paper.

Dynamic Infilling Anchors for Format-Constrained Generation in Diffusion Large Language Models Revolutionizing Reinforcement Learning Framework for Diffusion Large Language Models

Reference 74

Resolution: verified exact; arxiv_id, observed 2026-07-02T08:06:48.439338Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 3ad659e2-0aa5-4651-ac0b-b97de6064121 · inbound

Data-Efficient Autoregressive-to-Diffusion Language Models via On-Policy Distillation cites this paper.

Data-Efficient Autoregressive-to-Diffusion Language Models via On-Policy Distillation Revolutionizing Reinforcement Learning Framework for Diffusion Large Language Models

Reference 51

Resolution: metadata mismatch; arxiv_id, observed 2026-07-02T13:26:58.870004Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 971d982d-f78e-4362-af0e-ad8f44d0ae51 · inbound

Back on Track: Aligning Rewards and States for Reasoning in Diffusion Large Language Models cites this paper.

Back on Track: Aligning Rewards and States for Reasoning in Diffusion Large Language Models Revolutionizing Reinforcement Learning Framework for Diffusion Large Language Models

Reference 20

Resolution: metadata mismatch; arxiv_id, observed 2026-07-02T22:57:26.565951Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation fdc14c71-1bd0-4457-993a-67d7a2af8218 · inbound

Unified Energy for Invariant and Independent Decoding in Diffusion Language Models cites this paper.

Unified Energy for Invariant and Independent Decoding in Diffusion Language Models Revolutionizing Reinforcement Learning Framework for Diffusion Large Language Models

Reference 39

Resolution: metadata mismatch; arxiv_id, observed 2026-07-03T01:07:29.846196Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 3cd60031-8723-4cb0-affd-42cf8408f7dd · inbound

Beyond Fully Random Masking: Attention-Guided Denoising and Optimization for Diffusion Language Models cites this paper.

Beyond Fully Random Masking: Attention-Guided Denoising and Optimization for Diffusion Language Models Revolutionizing Reinforcement Learning Framework for Diffusion Large Language Models

Reference 41

Resolution: metadata mismatch; arxiv_id, observed 2026-07-03T11:28:04.415986Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation b9a99040-ad11-47d1-892a-994b3be35b0b · inbound

VoidPadding: Let [VOID] Handle Padding in Masked Diffusion Language Models so that [EOS] Can Focus on Semantic Termination cites this paper.

VoidPadding: Let [VOID] Handle Padding in Masked Diffusion Language Models so that [EOS] Can Focus on Semantic Termination Revolutionizing Reinforcement Learning Framework for Diffusion Large Language Models

Reference 34

Resolution: metadata mismatch; arxiv_id, observed 2026-07-03T21:18:59.434749Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 62592c28-83d3-4cf7-9bac-dcbd43f62984 · inbound

Learning from the Self-future: On-policy Self-distillation for dLLMs cites this paper.

Learning from the Self-future: On-policy Self-distillation for dLLMs Revolutionizing Reinforcement Learning Framework for Diffusion Large Language Models

Reference 19

Resolution: metadata mismatch; arxiv_id, observed 2026-07-03T20:28:55.657585Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 6de3e9a3-28d4-46cf-8bc3-e0ac677103c8 · inbound

HERALD: High-Throughput Block Diffusion LLM Serving via CPU-GPU Cooperative KV Cache Retrieval cites this paper.

HERALD: High-Throughput Block Diffusion LLM Serving via CPU-GPU Cooperative KV Cache Retrieval Revolutionizing Reinforcement Learning Framework for Diffusion Large Language Models

Reference 42

Resolution: verified exact; arxiv_id, observed 2026-07-04T06:09:37.871132Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 0bb9e1f9-9190-4dc1-8486-a5d7db9ce489 · inbound

Diffusion-GR2: Diffusion Generative Reasoning Re-ranker cites this paper.

Diffusion-GR2: Diffusion Generative Reasoning Re-ranker Revolutionizing Reinforcement Learning Framework for Diffusion Large Language Models

Reference 17

Resolution: metadata mismatch; arxiv_id, observed 2026-07-02T06:26:43.627379Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 75236aba-2ff5-4c7b-a001-513c1cb908a1 · inbound

Diffusion-GR2: Diffusion Generative Reasoning Re-ranker cites this paper.

Diffusion-GR2: Diffusion Generative Reasoning Re-ranker Revolutionizing Reinforcement Learning Framework for Diffusion Large Language Models

Reference 17

Resolution: unresolved; no resolver link, observed 2026-07-12T08:57:54.859566Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2de102df-3f46-41d4-b9f5-ed8e3a9f5c7b · inbound

Diffusion-GR2: Diffusion Generative Reasoning Re-ranker cites this paper.

Diffusion-GR2: Diffusion Generative Reasoning Re-ranker Revolutionizing Reinforcement Learning Framework for Diffusion Large Language Models

Reference 17

Resolution: unresolved; no resolver link, observed 2026-07-14T16:47:20.534676Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3a5f90f7-0a02-4f5b-87fb-ee8d3ad77b09 · inbound

Spec-AUF: Accept-Until-Fail Training under Train-Inference Misalignment for Masked Block Drafters cites this paper.

Spec-AUF: Accept-Until-Fail Training under Train-Inference Misalignment for Masked Block Drafters Revolutionizing Reinforcement Learning Framework for Diffusion Large Language Models

Reference 15

Resolution: metadata mismatch; arxiv_id, observed 2026-07-03T14:18:22.462915Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 32c74cee-776c-4044-b59d-3d4ef58b3e0f · inbound

Layer-Parallel Inference Reduces Encrypted Nonlinear Depth in Transformers cites this paper.

Layer-Parallel Inference Reduces Encrypted Nonlinear Depth in Transformers Revolutionizing Reinforcement Learning Framework for Diffusion Large Language Models

Reference 30

Resolution: unresolved; no resolver link, observed 2026-07-11T13:03:39.236118Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0dbfbf5d-d8ae-4709-b6ff-7c4c11ad38b7 · inbound

Layer-Parallel Inference Reduces Encrypted Nonlinear Depth in Transformers cites this paper.

Layer-Parallel Inference Reduces Encrypted Nonlinear Depth in Transformers Revolutionizing Reinforcement Learning Framework for Diffusion Large Language Models

Reference 30

Resolution: unresolved; no resolver link, observed 2026-07-14T16:21:05.570023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d7c9d9ec-48c9-4d3a-a49b-485c2a6f1130 · inbound

Trace-Based On-Policy Distillation for Masked Diffusion Language Models cites this paper.

Trace-Based On-Policy Distillation for Masked Diffusion Language Models Revolutionizing Reinforcement Learning Framework for Diffusion Large Language Models

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-01T19:45:10.696984Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation add924f4-5a95-4b2d-a03c-b65f6aa1c66d · inbound

AdaFlash: Adaptive Speculative Decoding via On-Policy Distilled Diffusion Drafters cites this paper.

AdaFlash: Adaptive Speculative Decoding via On-Policy Distilled Diffusion Drafters Revolutionizing Reinforcement Learning Framework for Diffusion Large Language Models

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-01T13:10:37.517405Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2acfa3f7-fa86-4d7b-a71f-e7ace4c56226 · inbound

From Interface to Inference: Eliciting Any-Order Inference from Any-Order Models cites this paper.

From Interface to Inference: Eliciting Any-Order Inference from Any-Order Models Revolutionizing Reinforcement Learning Framework for Diffusion Large Language Models

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-01T14:25:39.622262Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.