Pith Number

pith:ZCFW6MOJ

pith:2021:ZCFW6MOJYVGFRXI2X4UXIKMC24

not attested not anchored not stored refs pending

Variational Diffusion Models

Ben Poole, Diederik P. Kingma, Jonathan Ho, Tim Salimans

arxiv:2107.00630 v6 · 2021-07-01 · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ZCFW6MOJYVGFRXI2X4UXIKMC24}

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

21 papers in Pith

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

Learning the Universe: Posterior Reliability of Neural Generative Models in High-Dimensional Field-Level Inference of Cosmic Initial Conditions

Variance Reduction for Expectations with Diffusion Teachers

Diff-PCR: Diffusion-Based Correspondence Searching in Doubly Stochastic Matrix Space for Point Cloud Registration

TextBoost: Boosting Text Encoder for Personalized Text-to-Image Generation

Receipt and verification

First computed	2026-07-05T06:00:54.452563Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c88b6f31c9c54c58dd1abf29742982d704b55a81493fbe0a996ee14855b8c5c1

Aliases

arxiv: 2107.00630 · arxiv_version: 2107.00630v6 · doi: 10.48550/arxiv.2107.00630 · pith_short_12: ZCFW6MOJYVGF · pith_short_16: ZCFW6MOJYVGFRXI2 · pith_short_8: ZCFW6MOJ

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/ZCFW6MOJYVGFRXI2X4UXIKMC24 \
  | 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: c88b6f31c9c54c58dd1abf29742982d704b55a81493fbe0a996ee14855b8c5c1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "df8970d4ec95a5a419a230803ded73678c2a20cd5157fdfe5b6fbbb3705b2d67",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-07-01T17:43:20Z",
    "title_canon_sha256": "950a3c49b5783bcdd28775c8a4177d7bc28ebea5273bca897bd013ac7905fd3e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2107.00630",
    "kind": "arxiv",
    "version": 6
  }
}