Pith Number

pith:IKUNQV46

pith:2020:IKUNQV466PFAGA2LP3RDFKJUWT

not attested not anchored not stored refs pending

Generative Modeling with Denoising Auto-Encoders and Langevin Sampling

Adam Block, Alexander Rakhlin, Youssef Mroueh

arxiv:2002.00107 v4 · 2020-01-31 · stat.ML · cs.LG · math.PR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{IKUNQV466PFAGA2LP3RDFKJUWT}

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

12 papers in Pith

Training for the Model You Return: Improving Optimization for Iterate-Averaged Language Models

Catastrophic Compositional Generation: Why Vanilla Diffusion Models Fail to Extrapolate

Statistical Properties of Training & Generalization

Structured drift design for denoising diffusion models

Receipt and verification

First computed	2026-07-05T05:04:58.568642Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

42a8d8579ef3ca03034b7ee232a934b4f1d7f90abf4476d67d6231cb372cefad

Aliases

arxiv: 2002.00107 · arxiv_version: 2002.00107v4 · doi: 10.48550/arxiv.2002.00107 · pith_short_12: IKUNQV466PFA · pith_short_16: IKUNQV466PFAGA2L · pith_short_8: IKUNQV46

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/IKUNQV466PFAGA2LP3RDFKJUWT \
  | 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: 42a8d8579ef3ca03034b7ee232a934b4f1d7f90abf4476d67d6231cb372cefad

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3c6f5cc99edea3d29a8785fa71fdd65ff1e5265832c840c33f048360032618bd",
    "cross_cats_sorted": [
      "cs.LG",
      "math.PR"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2020-01-31T23:50:03Z",
    "title_canon_sha256": "6964346d33f0a2b6a63a490694db633836c101f896e12ae2ab6fb9b3c71dc94a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2002.00107",
    "kind": "arxiv",
    "version": 4
  }
}