Pith Number

pith:JT53BLV6

pith:2024:JT53BLV6M7XCPKBPP322WPGNLZ

not attested not anchored not stored refs pending

Convergence Analysis for General Probability Flow ODEs of Diffusion Models in Wasserstein Distances

Lingjiong Zhu, Xuefeng Gao

arxiv:2401.17958 v2 · 2024-01-31 · stat.ML · cs.LG · math.PR

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\usepackage{pith}
\pithnumber{JT53BLV6M7XCPKBPP322WPGNLZ}

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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

7 papers in Pith

Diffusion enabled Optimal Transport distances for graph matching

Catastrophic Compositional Generation: Why Vanilla Diffusion Models Fail to Extrapolate

Structured drift design for denoising diffusion models

Smoothed Score Queries and the Complexity of Sampling

Noise Schedule Design for Diffusion Models: An Optimal Control Perspective

Receipt and verification

First computed	2026-07-05T11:51:14.710779Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4cfbb0aebe67ee27a82f7ef5ab3ccd5e721c7573581e7ac2c66066134df41fa0

Aliases

arxiv: 2401.17958 · arxiv_version: 2401.17958v2 · doi: 10.48550/arxiv.2401.17958 · pith_short_12: JT53BLV6M7XC · pith_short_16: JT53BLV6M7XCPKBP · pith_short_8: JT53BLV6

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/JT53BLV6M7XCPKBPP322WPGNLZ \
  | 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: 4cfbb0aebe67ee27a82f7ef5ab3ccd5e721c7573581e7ac2c66066134df41fa0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c010b280cef8967a2bc9255f577fd0123e3969bd0750434426b7c0462e11ce9a",
    "cross_cats_sorted": [
      "cs.LG",
      "math.PR"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2024-01-31T16:07:44Z",
    "title_canon_sha256": "c552a24b016674a43967ad4a02d3db808a5d52c1e0193049f29979d5d87e028e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2401.17958",
    "kind": "arxiv",
    "version": 2
  }
}