Pith Number

pith:VDTLJAII

pith:2023:VDTLJAIIFS4U7UNZDI437XHAY7

not attested not anchored not stored refs pending

KL Convergence Guarantees for Score diffusion models under minimal data assumptions

Alain Durmus, Giovanni Conforti, Marta Gentiloni Silveri

arxiv:2308.12240 v2 · 2023-08-23 · 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{VDTLJAIIFS4U7UNZDI437XHAY7}

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

4 papers in Pith

A Mathematical Introduction to Diffusion Models

Robustness and Structure Preservation in Flow-Based Generative Models via Wasserstein Path-Space Divergences

The Value of Covariance Matching in Gaussian DDPMs and the Lanczos Sampler

Intrinsic Wasserstein Rates for Score-Based Generative Models on Smooth Manifolds

Receipt and verification

First computed	2026-07-05T09:06:00.530894Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a8e6b481082cb94fd1b91a39bfdce0c7eefc7109ca4d88c968c543facb140b0d

Aliases

arxiv: 2308.12240 · arxiv_version: 2308.12240v2 · doi: 10.48550/arxiv.2308.12240 · pith_short_12: VDTLJAIIFS4U · pith_short_16: VDTLJAIIFS4U7UNZ · pith_short_8: VDTLJAII

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/VDTLJAIIFS4U7UNZDI437XHAY7 \
  | 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: a8e6b481082cb94fd1b91a39bfdce0c7eefc7109ca4d88c968c543facb140b0d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f5e44c461cdf3967a96aa1335fc5bb679792156d7b7860c8ef3483364c6c0b3c",
    "cross_cats_sorted": [
      "stat.ML",
      "stat.TH"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "math.ST",
    "submitted_at": "2023-08-23T16:31:08Z",
    "title_canon_sha256": "2eae92ae9df26c06bd3ef15ee6759da98e04c48a67109f531db05482b5aed64c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2308.12240",
    "kind": "arxiv",
    "version": 2
  }
}