Pith Number

pith:VK5X5PVU

pith:2024:VK5X5PVUNEIHVROVCUSSZDOXQB

not attested not anchored not stored refs pending

MoE-FFD: Mixture of Experts for Generalized and Parameter-Efficient Face Forgery Detection

Alex C. Kot, Anwei Luo, Chenqi Kong, Haoliang Li, Peijun Bao, Shiqi Wang, Yi Yu, Zengwei Zheng

arxiv:2404.08452 v3 · 2024-04-12 · cs.CV

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{VK5X5PVUNEIHVROVCUSSZDOXQB}

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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

4 papers in Pith

FaceMoE: Mixture of Experts for Low-Resolution Face Recognition

Orthogonal Subspace Decomposition for Generalizable AI-Generated Image Detection

Generalizable Deepfake Detection Based on Forgery-aware Layer Masking and Multi-artifact Subspace Decomposition

Direct Discrepancy Replay: Distribution-Discrepancy Condensation and Manifold-Consistent Replay for Continual Face Forgery Detection

Receipt and verification

First computed	2026-07-05T11:56:13.890984Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

aabb7ebeb469107ac5d515252c8dd7805819f149594f7087f92e7261788aba1b

Aliases

arxiv: 2404.08452 · arxiv_version: 2404.08452v3 · doi: 10.48550/arxiv.2404.08452 · pith_short_12: VK5X5PVUNEIH · pith_short_16: VK5X5PVUNEIHVROV · pith_short_8: VK5X5PVU

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/VK5X5PVUNEIHVROVCUSSZDOXQB \
  | 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: aabb7ebeb469107ac5d515252c8dd7805819f149594f7087f92e7261788aba1b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6f3d60cedeaeadcfd73fab76508f50961cd84af69ebe881509f174638a791b0a",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-04-12T13:02:08Z",
    "title_canon_sha256": "5eddc98da1aa81ea48b3f9aa1c45a4a577f1560937c6f67305af817ff75cc597"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.08452",
    "kind": "arxiv",
    "version": 3
  }
}