Pith Number

pith:GRASWBDX

pith:2023:GRASWBDXILPBKXFSK2FWAK7MPH

not attested not anchored not stored refs pending

Fast Sampling via Discrete Non-Markov Diffusion Models with Predetermined Transition Time

Huizhuo Yuan, Junkai Zhang, Quanquan Gu, Yiwen Kou, Yongqian Li, Zixiang Chen

arxiv:2312.09193 v3 · 2023-12-14 · cs.LG · cs.AI · stat.ML

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\usepackage{pith}
\pithnumber{GRASWBDXILPBKXFSK2FWAK7MPH}

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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

5 papers in Pith

Efficient Long-Context Modeling in Diffusion Language Models via Block Approximate Sparse Attention

Your Absorbing Discrete Diffusion Secretly Models the Conditional Distributions of Clean Data

LLaDA-V: Large Language Diffusion Models with Visual Instruction Tuning

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

Large Language Diffusion Models

Receipt and verification

First computed	2026-07-05T09:45:07.336369Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

34412b047742de155cb2568b602bec79fbc7a287d2c6cf9b9ab93a84644849b7

Aliases

arxiv: 2312.09193 · arxiv_version: 2312.09193v3 · doi: 10.48550/arxiv.2312.09193 · pith_short_12: GRASWBDXILPB · pith_short_16: GRASWBDXILPBKXFS · pith_short_8: GRASWBDX

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/GRASWBDXILPBKXFSK2FWAK7MPH \
  | 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: 34412b047742de155cb2568b602bec79fbc7a287d2c6cf9b9ab93a84644849b7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e6289793f7fca49be429b92f260aa5de940168c48811c8a79e22b678790a487c",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-12-14T18:14:11Z",
    "title_canon_sha256": "a761fb3b8811f7e7651862d78034620b628a8351b10f117085a22a741bc250bd"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.09193",
    "kind": "arxiv",
    "version": 3
  }
}