Pith Number

pith:6WU3KZPX

pith:2024:6WU3KZPXNNMV5SHUFS7IUQUJRS

not attested not anchored not stored refs pending

Unveiling the Flaws: A Critical Analysis of Initialization Effect on Time Series Anomaly Detection

Alex Koran, Hadi Hojjati, Narges Armanfard

arxiv:2408.06620 v2 · 2024-08-13 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{6WU3KZPXNNMV5SHUFS7IUQUJRS}

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

Detecting the Undetectable: Enhancing Unsupervised time series Anomaly Detection via Active Learning

Receipt and verification

First computed	2026-07-05T09:07:50.346524Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f5a9b565f76b595ec8f42cbe8a42898ca3c56e7e56ed674382e4758f8867eed4

Aliases

arxiv: 2408.06620 · arxiv_version: 2408.06620v2 · doi: 10.48550/arxiv.2408.06620 · pith_short_12: 6WU3KZPXNNMV · pith_short_16: 6WU3KZPXNNMV5SHU · pith_short_8: 6WU3KZPX

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/6WU3KZPXNNMV5SHUFS7IUQUJRS \
  | 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: f5a9b565f76b595ec8f42cbe8a42898ca3c56e7e56ed674382e4758f8867eed4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6f7ca81a04c5a5be351319ef2259aeea852cbf26e0eafef1f5a01f8566818571",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-08-13T04:08:17Z",
    "title_canon_sha256": "335ae36942a0ee33e51221c593f7d4f25e1110ffefa3fa2ee360055865a1c89b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2408.06620",
    "kind": "arxiv",
    "version": 2
  }
}