Pith Number

pith:AM3Z5XCO

pith:2023:AM3Z5XCOMBWI6EKB3BZ3JST6R5

not attested not anchored not stored refs pending

Model Selection of Anomaly Detectors in the Absence of Labeled Validation Data

Aodong Li, Chen Qiu, Clement Fung, Maja Rudolph

arxiv:2310.10461 v3 · 2023-10-16 · cs.LG · cs.CV

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{AM3Z5XCOMBWI6EKB3BZ3JST6R5}

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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

2 papers in Pith

AUCp: Pseudo-AUC for Inference Model Selection with Unlabeled Validation Data in Abnormality Detection

Reliability-Aware Prototype Calibration for Frozen Pose-Flow Video Anomaly Detection

Receipt and verification

First computed	2026-07-05T09:07:25.011999Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

03379edc4e606c8f1141d873b4ca7e8f5bc7fe99f28c73e73fb0fa658f36cb1e

Aliases

arxiv: 2310.10461 · arxiv_version: 2310.10461v3 · doi: 10.48550/arxiv.2310.10461 · pith_short_12: AM3Z5XCOMBWI · pith_short_16: AM3Z5XCOMBWI6EKB · pith_short_8: AM3Z5XCO

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/AM3Z5XCOMBWI6EKB3BZ3JST6R5 \
  | 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: 03379edc4e606c8f1141d873b4ca7e8f5bc7fe99f28c73e73fb0fa658f36cb1e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4146f9cd0b2321b4122be622523cc6f1d95b5cc013edc7699689f8be8cce0750",
    "cross_cats_sorted": [
      "cs.CV"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-10-16T14:42:22Z",
    "title_canon_sha256": "ddadac7837d54957f2dffa942db057c731ab52ff1ec9b105eb1b75fb629c6f32"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.10461",
    "kind": "arxiv",
    "version": 3
  }
}