Pith. sign in
Pith Number

pith:J75Y2XTP

pith:2024:J75Y2XTPZNTHDIJETFTWQ5TMFE
not attested not anchored not stored refs pending

Data-Driven Fairness Generalization for Deepfake Detection

Chrisantus Eze, Uzoamaka Ezeakunne, Xiuwen Liu

arxiv:2412.16428 v2 · 2024-12-21 · cs.LG · cs.AI · cs.CV · cs.CY

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{J75Y2XTPZNTHDIJETFTWQ5TMFE}

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.
Receipt and verification
First computed 2026-07-05T09:55:35.957645Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

4ffb8d5e6fcb6671a124996768766c293bd7aeb5c3375d79e2ac7ebec31f4ccd

Aliases

arxiv: 2412.16428 · arxiv_version: 2412.16428v2 · doi: 10.48550/arxiv.2412.16428 · pith_short_12: J75Y2XTPZNTH · pith_short_16: J75Y2XTPZNTHDIJE · pith_short_8: J75Y2XTP
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/J75Y2XTPZNTHDIJETFTWQ5TMFE \
  | 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: 4ffb8d5e6fcb6671a124996768766c293bd7aeb5c3375d79e2ac7ebec31f4ccd
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "e5922cd94c8b5f7f26fda2fc255fef8f25892da224f228bac9ce843157bef462",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CV",
      "cs.CY"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-21T01:28:35Z",
    "title_canon_sha256": "8e2741b5ef801b1c869d855f66b7b94e25e1019b311400fd42b396ac284eb5b4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.16428",
    "kind": "arxiv",
    "version": 2
  }
}