Pith Number

pith:OWBKCNRA

pith:2025:OWBKCNRABECSZF3SSBVN76TN5V

not attested not anchored not stored refs pending

Revolutionizing Reinforcement Learning Framework for Diffusion Large Language Models

Bowen Li, Ke Shen, Ling Yang, Mengdi Wang, Ye Tian, Yinjie Wang

arxiv:2509.06949 v1 · 2025-09-08 · cs.CL

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\usepackage{pith}
\pithnumber{OWBKCNRABECSZF3SSBVN76TN5V}

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Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Cited by

20 papers in Pith

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

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

Learning from the Self-future: On-policy Self-distillation for dLLMs

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

Beyond Fully Random Masking: Attention-Guided Denoising and Optimization for Diffusion Language Models

Receipt and verification

First computed	2026-07-05T12:06:55.902871Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7582a1362009052c9772906adffa6ded452cb32fcaffc89d96bf07d1e624f7bb

Aliases

arxiv: 2509.06949 · arxiv_version: 2509.06949v1 · doi: 10.48550/arxiv.2509.06949 · pith_short_12: OWBKCNRABECS · pith_short_16: OWBKCNRABECSZF3S · pith_short_8: OWBKCNRA

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/OWBKCNRABECSZF3SSBVN76TN5V \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: 7582a1362009052c9772906adffa6ded452cb32fcaffc89d96bf07d1e624f7bb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "be1c44c753ac1d6624a1ebccbc0fb4c7ef79b50898d591b6401fe51189ba152d",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-09-08T17:58:06Z",
    "title_canon_sha256": "2a7fe0efb33f8c143d1399b7c4aa9d58bc9909fb0841131ce6e91556968118c4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2509.06949",
    "kind": "arxiv",
    "version": 1
  }
}