Pith Number

pith:JHF2OAQS

pith:2024:JHF2OAQSHQQHZZBILL36ZEZIYN

not attested not anchored not stored refs pending

Masked Diffusion Models are Secretly Time-Agnostic Masked Models and Exploit Inaccurate Categorical Sampling

Hanzi Mao, Jun Zhu, Kaiwen Zheng, Ming-Yu Liu, Qinsheng Zhang, Yongxin Chen

arxiv:2409.02908 v6 · 2024-09-04 · cs.LG · cs.AI · cs.CL

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\usepackage{pith}
\pithnumber{JHF2OAQSHQQHZZBILL36ZEZIYN}

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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

27 papers in Pith

Posterior Refinement: Fast Language Generation via Any-Order Flow Maps

Set Diffusion: Interpolating Token Orderings Between Autoregression and Diffusion for Fast and Flexible Decoding

Accelerating Discrete Diffusion Models with Parallel-In-Time Sampling

Masked Language Flow Models

Learned Relay Representations for Forward-Thinking Discrete Diffusion Models

Receipt and verification

First computed	2026-07-05T10:56:08.684485Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

49cba702123c207ce4285af7ec9328c361578721b171a8f9b46be8cf5968a919

Aliases

arxiv: 2409.02908 · arxiv_version: 2409.02908v6 · doi: 10.48550/arxiv.2409.02908 · pith_short_12: JHF2OAQSHQQH · pith_short_16: JHF2OAQSHQQHZZBI · pith_short_8: JHF2OAQS

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/JHF2OAQSHQQHZZBILL36ZEZIYN \
  | 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: 49cba702123c207ce4285af7ec9328c361578721b171a8f9b46be8cf5968a919

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cde1de275b93798076204e03c1bb3943c9c40fd4cbeec2824aa8fc33bbb80c38",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-09-04T17:48:19Z",
    "title_canon_sha256": "bf56c184ead1d02cce00bd4179a870831683e74c9000a8db48e6719e88a8daa8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2409.02908",
    "kind": "arxiv",
    "version": 6
  }
}