Pith. sign in
Pith Number

pith:4QR44GTJ

pith:2025:4QR44GTJ3NZ6H4PV2OK3UO53VU
not attested not anchored not stored refs pending

Pro-AD: Learning Comprehensive Prototypes with Prototype-based Constraint for Multi-class Unsupervised Anomaly Detection

Bo Peng, Dong Wu, Lidong Wang, Mingmin Chi, Wenbing Zhu, Yurui Pan, Ziqing Zhou

arxiv:2506.13097 v3 · 2025-06-16 · cs.CV

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{4QR44GTJ3NZ6H4PV2OK3UO53VU}

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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 2026-07-05T11:26:05.451889Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

e423ce1a69db73e3f1f5d395ba3bbbad3318030b39991c000f80ac31366cbee3

Aliases

arxiv: 2506.13097 · arxiv_version: 2506.13097v3 · doi: 10.48550/arxiv.2506.13097 · pith_short_12: 4QR44GTJ3NZ6 · pith_short_16: 4QR44GTJ3NZ6H4PV · pith_short_8: 4QR44GTJ
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/4QR44GTJ3NZ6H4PV2OK3UO53VU \
  | 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: e423ce1a69db73e3f1f5d395ba3bbbad3318030b39991c000f80ac31366cbee3
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "9158bed7f67ac6fbac18fe800a20c247a60e69cf65a35b581c567dc2db4542fe",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-06-16T05:04:12Z",
    "title_canon_sha256": "59f3239acb7f8004d4c2874b994f4a39274ce5620290e6b44f1eb5ba991a4b72"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.13097",
    "kind": "arxiv",
    "version": 3
  }
}