Pith Number

pith:NEIDN7VF

pith:2023:NEIDN7VFN7CWXFHCK3KYOBZASA

not attested not anchored not stored refs pending

UniFormaly: Towards Task-Agnostic Unified Framework for Visual Anomaly Detection

Harin Lim, Hyunsoo Yoon, Seoyoon Jang, Yujin Lee

arxiv:2307.12540 v2 · 2023-07-24 · cs.CV · cs.AI

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\usepackage{pith}
\pithnumber{NEIDN7VFN7CWXFHCK3KYOBZASA}

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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

1 paper in Pith

Multi-class Image Anomaly Detection for Practical Applications: Requirements and Robust Solutions

Receipt and verification

First computed	2026-07-05T07:12:36.127744Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

691036fea56fc56b94e256d58707209035ac5bf396872988df85c956c7b85101

Aliases

arxiv: 2307.12540 · arxiv_version: 2307.12540v2 · doi: 10.48550/arxiv.2307.12540 · pith_short_12: NEIDN7VFN7CW · pith_short_16: NEIDN7VFN7CWXFHC · pith_short_8: NEIDN7VF

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/NEIDN7VFN7CWXFHCK3KYOBZASA \
  | 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: 691036fea56fc56b94e256d58707209035ac5bf396872988df85c956c7b85101

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4587ce2010379b2608449b3dba842fd77c15526b4728f4a6893ea14f378ac881",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2023-07-24T06:04:12Z",
    "title_canon_sha256": "8b3214a35bc7056c334878ad02c8895ef766a576a3a17a41cea19859acb2b420"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2307.12540",
    "kind": "arxiv",
    "version": 2
  }
}