Pith Number

pith:PI3EJ2L4

pith:2024:PI3EJ2L4V7LTZR77USSNAYYCUV

not attested not anchored not stored refs pending

Convergence of Score-Based Discrete Diffusion Models: A Discrete-Time Analysis

Quanquan Gu, Zikun Zhang, Zixiang Chen

arxiv:2410.02321 v2 · 2024-10-03 · cs.LG · stat.ML

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\usepackage{pith}
\pithnumber{PI3EJ2L4V7LTZR77USSNAYYCUV}

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Record completeness

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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

1 paper in Pith

Discrete Flow Matching: Convergence Guarantees Under Minimal Assumptions

Receipt and verification

First computed	2026-07-05T10:47:55.526000Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7a3644e97cafd73cc7ffa4a4d06302a551a900dc88b7e2814e9f9c9e1ad273c5

Aliases

arxiv: 2410.02321 · arxiv_version: 2410.02321v2 · doi: 10.48550/arxiv.2410.02321 · pith_short_12: PI3EJ2L4V7LT · pith_short_16: PI3EJ2L4V7LTZR77 · pith_short_8: PI3EJ2L4

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/PI3EJ2L4V7LTZR77USSNAYYCUV \
  | 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: 7a3644e97cafd73cc7ffa4a4d06302a551a900dc88b7e2814e9f9c9e1ad273c5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1035a75a458084fb41d752ea9af7f7bfa6622c68b66acaeb945f029875146c4a",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-03T09:07:13Z",
    "title_canon_sha256": "90dfa82115f517ac350121d32f1ae013ca76dcd0bbca71afbdcbf1277d8f2d8b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.02321",
    "kind": "arxiv",
    "version": 2
  }
}