The reviewed record of science sign in
Pith
Pith Number

pith:IJVXAXQR

pith:2024:IJVXAXQRYE6O3FKKJ6MVGYBNMO
not attested not anchored not stored refs pending

Test Time Training for Industrial Anomaly Segmentation

Agostino Aiezzo, Alex Costanzino, Giuseppe Lisanti, Luigi Di Stefano, Mirko Del Moro, Pierluigi Zama Ramirez, Samuele Salti

arxiv:2404.03743 v1 · 2024-04-04 · cs.CV

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{IJVXAXQRYE6O3FKKJ6MVGYBNMO}

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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 2026-07-05T08:04:40.908700Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

426b705e11c13ced954a4f9953602d63b3e5f3492136a83774e106d781a5d1a4

Aliases

arxiv: 2404.03743 · arxiv_version: 2404.03743v1 · doi: 10.48550/arxiv.2404.03743 · pith_short_12: IJVXAXQRYE6O · pith_short_16: IJVXAXQRYE6O3FKK · pith_short_8: IJVXAXQR
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/IJVXAXQRYE6O3FKKJ6MVGYBNMO \
  | 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: 426b705e11c13ced954a4f9953602d63b3e5f3492136a83774e106d781a5d1a4
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "0d7439e4eaab0cc42614eb05e4fa30c6587bc466b485b3de83ee414e56905b8b",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-04-04T18:31:24Z",
    "title_canon_sha256": "752a4c144a8841a7eac3912bb01d880827e3b4fb77da9b581d43911bc957011f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.03743",
    "kind": "arxiv",
    "version": 1
  }
}