Pith Number

pith:ULCPVUMB

pith:2025:ULCPVUMBZA3IKOFD5V3ACW6LKT

not attested not anchored not stored refs pending

d1: Scaling Reasoning in Diffusion Large Language Models via Reinforcement Learning

Aditya Grover, Devaansh Gupta, Qinqing Zheng, Siyan Zhao

arxiv:2504.12216 v2 · 2025-04-16 · cs.CL · cs.LG

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ULCPVUMBZA3IKOFD5V3ACW6LKT}

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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

38 papers in Pith

Nemotron-Labs-Diffusion: A Tri-Mode Language Model Unifying Autoregressive, Diffusion, and Self-Speculation Decoding

Improved Large Language Diffusion Models

JetSpec: Breaking the Scaling Ceiling of Speculative Decoding with Parallel Tree Drafting

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

DiPOD: Diffusion Policy Optimization without Drifting Apart

Receipt and verification

First computed	2026-07-05T11:14:58.308214Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a2c4fad181c8368538a3ed76015bcb54d05a9ca186a8a45fd67cb43ae69541da

Aliases

arxiv: 2504.12216 · arxiv_version: 2504.12216v2 · doi: 10.48550/arxiv.2504.12216 · pith_short_12: ULCPVUMBZA3I · pith_short_16: ULCPVUMBZA3IKOFD · pith_short_8: ULCPVUMB

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/ULCPVUMBZA3IKOFD5V3ACW6LKT \
  | 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: a2c4fad181c8368538a3ed76015bcb54d05a9ca186a8a45fd67cb43ae69541da

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fb36e349cd07f17d75fa08f89e6df3a38b7694a6cb3a8bb4da125125d3175fa4",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-04-16T16:08:45Z",
    "title_canon_sha256": "908a2839fc18992a716a5893d258f9a72903d87544703c2a1240feed8709899c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.12216",
    "kind": "arxiv",
    "version": 2
  }
}