Pith Number

pith:DBU5ZBHE

pith:2025:DBU5ZBHETF6PLRG6MHIW4INZFK

not attested not anchored not stored refs pending

Vulnerability-Aware Spatio-Temporal Learning for Generalizable Deepfake Video Detection

Anis Kacem, Dat Nguyen, Djamila Aouada, Enjie Ghorbel, Marcella Astrid

arxiv:2501.01184 v3 · 2025-01-02 · cs.CV

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\usepackage{pith}
\pithnumber{DBU5ZBHETF6PLRG6MHIW4INZFK}

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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

The Regularizing Power of Language-Training Deepfake Detectors

CAM-VFD: Cross-Attention Multimodal Video Forgery Detection

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

CMTA: Leveraging Cross-Modal Temporal Artifacts for Generalizable AI-Generated Video Detection

Receipt and verification

First computed	2026-07-05T11:39:46.802394Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1869dc84e4997cf5c4de61d16e21b92aaa0518818566652b54dcc63da75654e1

Aliases

arxiv: 2501.01184 · arxiv_version: 2501.01184v3 · doi: 10.48550/arxiv.2501.01184 · pith_short_12: DBU5ZBHETF6P · pith_short_16: DBU5ZBHETF6PLRG6 · pith_short_8: DBU5ZBHE

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/DBU5ZBHETF6PLRG6MHIW4INZFK \
  | 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: 1869dc84e4997cf5c4de61d16e21b92aaa0518818566652b54dcc63da75654e1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b60267adf4a511dd7e2a09942c92ae60c8d164a3554f93d197653f6b652e6c8d",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-01-02T10:21:34Z",
    "title_canon_sha256": "5ff47b75fc4a7c3e42d5dc06e56eab966b427f6131b5e090abc87ee54a707ec7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.01184",
    "kind": "arxiv",
    "version": 3
  }
}