Pith Number

pith:UUHRTLOD

pith:2024:UUHRTLODVNLP4ZA6GKHIVJH7CF

not attested not anchored not stored refs pending

A Bias-Free Training Paradigm for More General AI-generated Image Detection

Avneesh Sud, Ben Usman, Davide Cozzolino, Fabrizio Guillaro, Giada Zingarini, Luisa Verdoliva

arxiv:2412.17671 v2 · 2024-12-23 · cs.CV

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{UUHRTLODVNLP4ZA6GKHIVJH7CF}

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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

Combating Pattern and Content Bias: Adversarial Feature Learning for Generalized AI-Generated Image Detection

Receipt and verification

First computed	2026-07-05T10:43:42.399411Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a50f19adc3ab56fe641e328e8aa4ff114ffe8b080a0b7866ccb684160dcf5de3

Aliases

arxiv: 2412.17671 · arxiv_version: 2412.17671v2 · doi: 10.48550/arxiv.2412.17671 · pith_short_12: UUHRTLODVNLP · pith_short_16: UUHRTLODVNLP4ZA6 · pith_short_8: UUHRTLOD

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/UUHRTLODVNLP4ZA6GKHIVJH7CF \
  | 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: a50f19adc3ab56fe641e328e8aa4ff114ffe8b080a0b7866ccb684160dcf5de3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f8305a35c77192a9790cb171c0924ee48bdd5b02f7e98d89f8acc1dcb010311c",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-12-23T15:54:32Z",
    "title_canon_sha256": "fea7086129cc7fe2da19a0f7191502841d8f81e8c2f5f63f6e2543e661b77954"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.17671",
    "kind": "arxiv",
    "version": 2
  }
}