Pith Number

pith:TU5I5EKQ

pith:2024:TU5I5EKQLHDYND5LAJWPINNMMA

not attested not anchored not stored refs pending

Deepfake Detection without Deepfakes: Generalization via Synthetic Frequency Patterns Injection

Claudio Gennaro, Davide Alessandro Coccomini, Fabrizio Falchi, Giuseppe Amato, Giuseppe Fiameni, Roberto Caldelli

arxiv:2403.13479 v1 · 2024-03-20 · cs.CV · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{TU5I5EKQLHDYND5LAJWPINNMMA}

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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

Unmasking Synthetic Realities in Generative AI: A Comprehensive Review of Adversarially Robust Deepfake Detection Systems

Receipt and verification

First computed	2026-07-05T07:58:37.271298Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9d3a8e915059c7868fab026cf435ac602bf841c3ba3c0e969429ffad74d8aa99

Aliases

arxiv: 2403.13479 · arxiv_version: 2403.13479v1 · doi: 10.48550/arxiv.2403.13479 · pith_short_12: TU5I5EKQLHDY · pith_short_16: TU5I5EKQLHDYND5L · pith_short_8: TU5I5EKQ

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/TU5I5EKQLHDYND5LAJWPINNMMA \
  | 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: 9d3a8e915059c7868fab026cf435ac602bf841c3ba3c0e969429ffad74d8aa99

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c754f4362515a43173005613bb31f46a7e3f865d93dfee09b729b3e936a2c629",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-03-20T10:33:10Z",
    "title_canon_sha256": "c88ba9c564eb708e60d085d225ec5c85a2ebf0ae98738a687f6dc8fad62ea6a5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.13479",
    "kind": "arxiv",
    "version": 1
  }
}