Pith Number

pith:T56O23BW

pith:2025:T56O23BWAH24IZJL7T77TMM7VS

not attested not anchored not stored refs pending

Celeb-DF++: A Large-scale Challenging Video DeepFake Benchmark for Generalizable Forensics

Delong Zhu, Siwei Lyu, Xinjie Cui, Yuezun Li

arxiv:2507.18015 v1 · 2025-07-24 · cs.CV

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{T56O23BWAH24IZJL7T77TMM7VS}

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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

9 papers in Pith

What Do Deepfake Benchmarks Measure? An Audit Using Frozen Self-Supervised Representations

Divide and Conquer: Reliable Multi-View Evidential Learning for Deepfake Detection

PVLM: Parsing-Aware Vision Language Model with Dynamic Contrastive Learning for Zero-Shot Deepfake Attribution

Deepfake Detection that Generalizes Across Benchmarks

SynthForensics: Benchmarking and Evaluating People-Centric Synthetic Video Deepfakes

Receipt and verification

First computed	2026-07-05T11:42:39.413242Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9f7ced6c3601f5c4652bfcfff9b19facbff581ae6fbbbb55e7aa9055b7157514

Aliases

arxiv: 2507.18015 · arxiv_version: 2507.18015v1 · doi: 10.48550/arxiv.2507.18015 · pith_short_12: T56O23BWAH24 · pith_short_16: T56O23BWAH24IZJL · pith_short_8: T56O23BW

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/T56O23BWAH24IZJL7T77TMM7VS \
  | 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: 9f7ced6c3601f5c4652bfcfff9b19facbff581ae6fbbbb55e7aa9055b7157514

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "29f63b01c5d6eccfc5fc0bbdf3bc342381f5a62e109ea1276b44de7b2b6a81e1",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-07-24T01:12:28Z",
    "title_canon_sha256": "dc83e172a2080b9d5656e5b047705d1a6d6f7cb292d88763d15550f225f407ca"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.18015",
    "kind": "arxiv",
    "version": 1
  }
}