Pith Number

pith:TPIR6TCP

pith:2025:TPIR6TCPPO7H2O7DJJMM2RWJRP

not attested not anchored not stored refs pending

Diffusion LLMs Can Do Faster-Than-AR Inference via Discrete Diffusion Forcing

Chenkai Xu, Hao Zhang, Jiachun Jin, Xu Wang, Yijie Jin, Zhijie Deng

arxiv:2508.09192 v1 · 2025-08-08 · cs.LG · cs.AI

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\usepackage{pith}
\pithnumber{TPIR6TCPPO7H2O7DJJMM2RWJRP}

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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

19 papers in Pith

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

K-Forcing: Joint Next-K-Token Decoding via Push-Forward Language Modeling

Global Sketch-Based Watermarking for Diffusion Language Models

Where to Place the Query? Unveiling and Mitigating Positional Bias in In-Context Learning for Diffusion LLMs via Decoding Dynamics

Multi-Block Diffusion Language Models

Receipt and verification

First computed	2026-07-05T11:53:09.695985Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9bd11f4c4f7bbe7d3be34a58cd46c98bf3f81fc93d9ddd993c25229e3c8dea1a

Aliases

arxiv: 2508.09192 · arxiv_version: 2508.09192v1 · doi: 10.48550/arxiv.2508.09192 · pith_short_12: TPIR6TCPPO7H · pith_short_16: TPIR6TCPPO7H2O7D · pith_short_8: TPIR6TCP

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/TPIR6TCPPO7H2O7DJJMM2RWJRP \
  | 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: 9bd11f4c4f7bbe7d3be34a58cd46c98bf3f81fc93d9ddd993c25229e3c8dea1a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "12dda377352a27325601d8ac3a073ed00e466fa2cfac3fc0829925d85c191565",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-08-08T04:51:37Z",
    "title_canon_sha256": "2130e09f2ebf759c90081584a298d04e7cb542d4874a18c4e53b0d12986e27f3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2508.09192",
    "kind": "arxiv",
    "version": 1
  }
}