Pith Number

pith:5SSBJ44O

pith:2025:5SSBJ44OH57URQZGSFZP2TKBZB

not attested not anchored not stored refs pending

Leveraging Failed Samples: A Few-Shot and Training-Free Framework for Generalized Deepfake Detection

Chao Liang, Chunjie Zhang, Renshuai Tao, Shibo Yao, Xiaolong Zheng

arxiv:2508.09475 v1 · 2025-08-13 · 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{5SSBJ44OH57URQZGSFZP2TKBZB}

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	2026-07-05T11:53:15.567243Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

eca414f38e3f7f48c3269172fd4d41c879fcc6ad2a9de6ea6aee414c8d94bea0

Aliases

arxiv: 2508.09475 · arxiv_version: 2508.09475v1 · doi: 10.48550/arxiv.2508.09475 · pith_short_12: 5SSBJ44OH57U · pith_short_16: 5SSBJ44OH57URQZG · pith_short_8: 5SSBJ44O

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/5SSBJ44OH57URQZGSFZP2TKBZB \
  | 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: eca414f38e3f7f48c3269172fd4d41c879fcc6ad2a9de6ea6aee414c8d94bea0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f4ab2f79871872c82aeca5eeae06ff1843b1173567b688d7b5ccebd4e4d77461",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-08-13T04:06:09Z",
    "title_canon_sha256": "4c39fb9228e52d35d945f0b68a20d77709e6788854a57cd0163e010303171245"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2508.09475",
    "kind": "arxiv",
    "version": 1
  }
}