Pith Number

pith:SW3KZRUK

pith:2022:SW3KZRUKIT2BIBLXXRPGFOBGSB

not attested not anchored not stored refs pending

Continuous diffusion for categorical data

Arman Roshannai, Arnaud Doucet, Chris Dyer, Conor Durkan, Curtis Hawthorne, Jonas Adler, Laurent Sartran, Nikolay Savinov, Pierre H. Richemond, R\'emi Leblond, Robin Strudel, Sander Dieleman, Will Grathwohl, Yaroslav Ganin

arxiv:2211.15089 v3 · 2022-11-28 · cs.CL · cs.LG

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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

Cited by

17 papers in Pith

Coevolutionary Continuous Discrete Diffusion: Make Your Diffusion Language Model a Latent Reasoner

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

Flow Map Language Models: One-step Language Modeling via Continuous Denoising

Seed Diffusion: A Large-Scale Diffusion Language Model with High-Speed Inference

Language Generation as Optimal Control: Closed-Loop Diffusion in Latent Control Space

Receipt and verification

First computed	2026-05-18T03:25:32.535921Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

95b6acc68a44f4140577bc5e62b82690454aca22e41297b09e40546f26c6289f

Aliases

arxiv: 2211.15089 · arxiv_version: 2211.15089v3 · doi: 10.48550/arxiv.2211.15089 · pith_short_12: SW3KZRUKIT2B · pith_short_16: SW3KZRUKIT2BIBLX · pith_short_8: SW3KZRUK

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/SW3KZRUKIT2BIBLXXRPGFOBGSB \
  | 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: 95b6acc68a44f4140577bc5e62b82690454aca22e41297b09e40546f26c6289f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2f175d2bfde0e1b576b3140d15ee6f3709052d0988abf9292dfb78b2205ead6f",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2022-11-28T06:08:54Z",
    "title_canon_sha256": "c2fd05b67b75ed5a10f4f69f351293666498264c3079557acad7610b11adfe5e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2211.15089",
    "kind": "arxiv",
    "version": 3
  }
}