Pith Number

pith:XXR47GOR

pith:2024:XXR47GORGHZ7SSKIG773G5DVUS

not attested not anchored not stored refs pending

FakeFormer: Efficient Vulnerability-Driven Transformers for Generalisable Deepfake Detection

Dat Nguyen, Djamila Aouada, Enjie Ghorbel, Marcella Astrid

arxiv:2410.21964 v2 · 2024-10-29 · 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{XXR47GORGHZ7SSKIG773G5DVUS}

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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

2 papers in Pith

When AUC Misleads: Polarization-Aware Evaluation of Deepfake Detectors under Domain Shift

Deepfake Detection in Social Media: A Temporal Artifact Analysis Using 3D Convolutional Neural Networks

Receipt and verification

First computed	2026-07-05T09:39:59.515961Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bde3cf99d131f3f9494837ffb37475a4935cb3e630920d9279128c8049826945

Aliases

arxiv: 2410.21964 · arxiv_version: 2410.21964v2 · doi: 10.48550/arxiv.2410.21964 · pith_short_12: XXR47GORGHZ7 · pith_short_16: XXR47GORGHZ7SSKI · pith_short_8: XXR47GOR

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/XXR47GORGHZ7SSKIG773G5DVUS \
  | 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: bde3cf99d131f3f9494837ffb37475a4935cb3e630920d9279128c8049826945

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "94f037e6f3b9898355a0e9166a70998b7f00582cf0483822cc915cb1e08b24ae",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-10-29T11:36:49Z",
    "title_canon_sha256": "975de214913582329e66e874a1c6bf9ef7e2dc1a90accbd3cbeca755d95b0823"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.21964",
    "kind": "arxiv",
    "version": 2
  }
}