Pith. sign in
Pith Number

pith:2V2ZSRZT

pith:2024:2V2ZSRZT6RDEFYC53736GGPAUE
not attested not anchored not stored refs pending

CLIP-FSAC++: Few-Shot Anomaly Classification with Anomaly Descriptor Based on CLIP

Jiahao Dong, Yanyun Qu, Yao Wu, Zongze Wu, Zuo Zuo

arxiv:2412.03829 v1 · 2024-12-05 · cs.CV

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{2V2ZSRZT6RDEFYC53736GGPAUE}

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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.
Receipt and verification
First computed 2026-07-05T09:44:41.848022Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

d575994733f44642e05ddff7e319e0a1379fe93d00d7e1e6e76e098710621101

Aliases

arxiv: 2412.03829 · arxiv_version: 2412.03829v1 · doi: 10.48550/arxiv.2412.03829 · pith_short_12: 2V2ZSRZT6RDE · pith_short_16: 2V2ZSRZT6RDEFYC5 · pith_short_8: 2V2ZSRZT
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/2V2ZSRZT6RDEFYC53736GGPAUE \
  | 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: d575994733f44642e05ddff7e319e0a1379fe93d00d7e1e6e76e098710621101
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "dc1b0803d2d02b99b42ef67782867b67df40beaa1508465e78f8404798142127",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-12-05T02:44:45Z",
    "title_canon_sha256": "8ed2cffeba38b2428336766b63924e250a289336219ad5ad43f6e365e79ee3c8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.03829",
    "kind": "arxiv",
    "version": 1
  }
}