Pith Number

pith:7QR2TX62

pith:2024:7QR2TX62N2CUO7NGRWCI7GUHVC

not attested not anchored not stored refs pending

Nearest Neighbour Score Estimators for Diffusion Generative Models

Adam \'Scibior, Berend Zwartsenberg, Dylan Green, Frank Wood, Jonathan Wilder Lavington, Ke Zhang, Matthew Niedoba, Saeid Naderiparizi, Setareh Dabiri, Vasileios Lioutas, Xiaoxuan Liang, Yunpeng Liu

arxiv:2402.08018 v2 · 2024-02-12 · cs.LG · cs.CV · 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{7QR2TX62N2CUO7NGRWCI7GUHVC}

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

Diagnosing and Improving Diffusion Models by Estimating the Optimal Loss Value

Receipt and verification

First computed	2026-07-05T08:44:50.937370Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

fc23a9dfda6e85477da68d848f9a87a8a8f678b88a2b31d60d136c86787d8399

Aliases

arxiv: 2402.08018 · arxiv_version: 2402.08018v2 · doi: 10.48550/arxiv.2402.08018 · pith_short_12: 7QR2TX62N2CU · pith_short_16: 7QR2TX62N2CUO7NG · pith_short_8: 7QR2TX62

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/7QR2TX62N2CUO7NGRWCI7GUHVC \
  | 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: fc23a9dfda6e85477da68d848f9a87a8a8f678b88a2b31d60d136c86787d8399

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ff58b4d8f61fcbf9322ff1812d99c01ec99fe4649903346eb1fb6d7c34abd13e",
    "cross_cats_sorted": [
      "cs.CV",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-12T19:27:30Z",
    "title_canon_sha256": "e549425927e563045cf01f36d69c732a33040666d60f6a43d08c24efb7e83782"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.08018",
    "kind": "arxiv",
    "version": 2
  }
}