Pith Number

pith:NVCEEXBK

pith:2025:NVCEEXBKVFWTWSMD6HDLIYYJHU

not attested not anchored not stored refs pending

Generative diffusion models from a PDE perspective

(2) Arizona State University, (3) Loyola Marymount University), Fei Cao (1), Justin Le (2), Kimball Johnston (2), S\'ebastien Motsch (2) ((1) University of Massachusetts Amherst, Thomas Laurent (3)

arxiv:2501.17054 v1 · 2025-01-28 · math.PR · cs.LG

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{NVCEEXBKVFWTWSMD6HDLIYYJHU}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

1 paper in Pith

A PDE-Based Framework for Generative Modeling Beyond Classical Score-Based Diffusion

Receipt and verification

First computed	2026-07-05T10:06:33.556892Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6d44425c2aa96d3b4983f1c6b463093d36c1c741d3f0e046c1a6c30d6fefb3e1

Aliases

arxiv: 2501.17054 · arxiv_version: 2501.17054v1 · doi: 10.48550/arxiv.2501.17054 · pith_short_12: NVCEEXBKVFWT · pith_short_16: NVCEEXBKVFWTWSMD · pith_short_8: NVCEEXBK

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/NVCEEXBKVFWTWSMD6HDLIYYJHU \
  | 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: 6d44425c2aa96d3b4983f1c6b463093d36c1c741d3f0e046c1a6c30d6fefb3e1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bb3f9bcd02a861a0d1f0396b62ae1555e958aff6d692c4509325e8f6947ef2bf",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "math.PR",
    "submitted_at": "2025-01-28T16:29:26Z",
    "title_canon_sha256": "aa059440617d606a9420f32cc62f0e913fb65efe9ce13a62410437f74ccdd83f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.17054",
    "kind": "arxiv",
    "version": 1
  }
}