Pith Number

pith:CHORUGPR

pith:2025:CHORUGPRLYMIL466E7WSQZZ3PT

not attested not anchored not stored refs pending

Enhancing Reasoning for Diffusion LLMs via Distribution Matching Policy Optimization

Bo Yuan, Jaemoo Choi, Molei Tao, Petr Molodyk, Wei Guo, Yongxin Chen, Yuchen Zhu

arxiv:2510.08233 v3 · 2025-10-09 · cs.LG

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{CHORUGPRLYMIL466E7WSQZZ3PT}

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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

2 papers in Pith

GDSD: Reinforcement Learning as Guided Denoiser Self-Distillation for Diffusion Language Models

Contrastive Distribution Matching for Amortized Sequential Monte Carlo in Discrete Diffusion

Receipt and verification

First computed	2026-07-14T01:20:46.820912Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

11dd1a19f15e1885f3de27ed28673b7cfc7cfc28f02d25deed2307d39d6abe5b

Aliases

arxiv: 2510.08233 · arxiv_version: 2510.08233v3 · doi: 10.48550/arxiv.2510.08233 · pith_short_12: CHORUGPRLYMI · pith_short_16: CHORUGPRLYMIL466 · pith_short_8: CHORUGPR

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/CHORUGPRLYMIL466E7WSQZZ3PT \
  | 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: 11dd1a19f15e1885f3de27ed28673b7cfc7cfc28f02d25deed2307d39d6abe5b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3949e5d71a8128cc30c56d94d5ccdda925e291fb5147cecded9d52619895239e",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-10-09T13:59:50Z",
    "title_canon_sha256": "80e185a0c55dce03ee549eeb16c4013801fcd9a55bcde5732ac9ab8a89dbf9f8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2510.08233",
    "kind": "arxiv",
    "version": 3
  }
}