Pith Number

pith:FRFVPXYK

pith:2023:FRFVPXYKUOZ2NITPXI3V5EHKTV

not attested not anchored not stored refs pending

Exposing flaws of generative model evaluation metrics and their unfair treatment of diffusion models

Anthony L. Caterini, Brendan Leigh Ross, Gabriel Loaiza-Ganem, George Stein, J. Eric T. Taylor, Jesse C. Cresswell, Rasa Hosseinzadeh, Valentin Villecroze, Yi Sui, Zhaoyan Liu

arxiv:2306.04675 v2 · 2023-06-07 · 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{FRFVPXYKUOZ2NITPXI3V5EHKTV}

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

2 papers in Pith

Diffusion Models Memorize in Training -- and Generalize in Inference

Score-Based Generative Modeling through Anisotropic Stochastic Partial Differential Equations

Receipt and verification

First computed	2026-07-05T07:20:39.648354Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2c4b57df0aa3b3a6a26fba375e90ea9d7f6e724aa6f20c6b46f496861c4e0e58

Aliases

arxiv: 2306.04675 · arxiv_version: 2306.04675v2 · doi: 10.48550/arxiv.2306.04675 · pith_short_12: FRFVPXYKUOZ2 · pith_short_16: FRFVPXYKUOZ2NITP · pith_short_8: FRFVPXYK

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/FRFVPXYKUOZ2NITPXI3V5EHKTV \
  | 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: 2c4b57df0aa3b3a6a26fba375e90ea9d7f6e724aa6f20c6b46f496861c4e0e58

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0a6a222536a9e204c90adf901bed3611fad8ee10702d528081070301dba5916d",
    "cross_cats_sorted": [
      "cs.CV",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-06-07T18:00:00Z",
    "title_canon_sha256": "7b6019babb8f5b2516c340995af82493bf1ffddf18534b35afa98ddbeec82484"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2306.04675",
    "kind": "arxiv",
    "version": 2
  }
}