Pith Number

pith:N2HX2ETE

pith:2024:N2HX2ETED37GRSVEKWMCEF5GGC

not attested not anchored not stored refs pending

A Sharp Convergence Theory for The Probability Flow ODEs of Diffusion Models

Gen Li, Yuejie Chi, Yuting Wei, Yuxin Chen

arxiv:2408.02320 v1 · 2024-08-05 · cs.LG · cs.NA · eess.SP · math.NA · math.ST · stat.ML · stat.TH

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{N2HX2ETED37GRSVEKWMCEF5GGC}

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

3 papers in Pith

Higher-order Diffusion Sampling via Chebyshev Interpolation and Gauss--Seidel Iterations

Improved Sample Complexity For Diffusion Model Training Without Empirical Risk Minimizer Access

When Diffusion Model Can Ignore Dimension: An Entropy-Based Theory

Receipt and verification

First computed	2026-07-05T08:52:11.326392Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6e8f7d12641efe68caa455982217a630adcf0650bbb7c5669bdad61970f219be

Aliases

arxiv: 2408.02320 · arxiv_version: 2408.02320v1 · doi: 10.48550/arxiv.2408.02320 · pith_short_12: N2HX2ETED37G · pith_short_16: N2HX2ETED37GRSVE · pith_short_8: N2HX2ETE

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/N2HX2ETED37GRSVEKWMCEF5GGC \
  | 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: 6e8f7d12641efe68caa455982217a630adcf0650bbb7c5669bdad61970f219be

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "684057382d52d6bd3e39e741786cddf3ae56f4882cdf8489c56d4ddce7c8f458",
    "cross_cats_sorted": [
      "cs.NA",
      "eess.SP",
      "math.NA",
      "math.ST",
      "stat.ML",
      "stat.TH"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-08-05T09:02:24Z",
    "title_canon_sha256": "f6bc32868aaad1390a8702ca8c050ee0eb047005c5e920f38eeb614ea0b99e93"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2408.02320",
    "kind": "arxiv",
    "version": 1
  }
}