Pith Number

pith:ZHOQZY6I

pith:2024:ZHOQZY6IVAFPVCWAZL3Q4NUSL4

not attested not anchored not stored refs pending

Neural Flow Diffusion Models: Learnable Forward Process for Improved Diffusion Modelling

Christian A. Naesseth, Dmitry Vetrov, Grigory Bartosh

arxiv:2404.12940 v3 · 2024-04-19 · stat.ML · cs.CV · 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{ZHOQZY6IVAFPVCWAZL3Q4NUSL4}

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

Introduction to Stochastic Differential Equations for Generative Machine Learning: A Variational Perspective

Receipt and verification

First computed	2026-07-05T11:17:32.677262Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c9dd0ce3c8a80afa8ac0caf70e36925f2b15ababee93d3dd9c7e72a5190a3b8d

Aliases

arxiv: 2404.12940 · arxiv_version: 2404.12940v3 · doi: 10.48550/arxiv.2404.12940 · pith_short_12: ZHOQZY6IVAFP · pith_short_16: ZHOQZY6IVAFPVCWA · pith_short_8: ZHOQZY6I

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/ZHOQZY6IVAFPVCWAZL3Q4NUSL4 \
  | 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: c9dd0ce3c8a80afa8ac0caf70e36925f2b15ababee93d3dd9c7e72a5190a3b8d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "77eae3f6bfedb33b6a9ce2fbc43b5f844d3c637470b6e9c207c43ad2763f4209",
    "cross_cats_sorted": [
      "cs.CV",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2024-04-19T15:10:54Z",
    "title_canon_sha256": "767807c4d53061eb49ebfaffb59e6005a0c46c6eda4858bf416409408960e408"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.12940",
    "kind": "arxiv",
    "version": 3
  }
}