Pith Number

pith:LZ6CGQLJ

pith:2023:LZ6CGQLJHFKROYDFB2AGLWAHY2

not attested not anchored not stored refs pending

When Model Meets New Normals: Test-time Adaptation for Unsupervised Time-series Anomaly Detection

Dongmin Kim, Jaegul Choo, Sunghyun Park

arxiv:2312.11976 v2 · 2023-12-19 · cs.LG · cs.AI

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{LZ6CGQLJHFKROYDFB2AGLWAHY2}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

Noise-Resilient Point-wise Anomaly Detection in Time Series Using Weak Segment Labels

Receipt and verification

First computed	2026-07-05T07:35:41.521339Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5e7c23416939551760650e8065d807c692af481791758bda7ee2cc697235b47a

Aliases

arxiv: 2312.11976 · arxiv_version: 2312.11976v2 · doi: 10.48550/arxiv.2312.11976 · pith_short_12: LZ6CGQLJHFKR · pith_short_16: LZ6CGQLJHFKROYDF · pith_short_8: LZ6CGQLJ

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/LZ6CGQLJHFKROYDFB2AGLWAHY2 \
  | 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: 5e7c23416939551760650e8065d807c692af481791758bda7ee2cc697235b47a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d4ecd072b51622c580b7a3047fad111412f6415bc07df546fb3d2116f703ddda",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-12-19T09:18:12Z",
    "title_canon_sha256": "8f1f1d381a55f50646997396fdc700bd682dc0d907beb94b07609e3dc5dbca9e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.11976",
    "kind": "arxiv",
    "version": 2
  }
}