Pith Number

pith:3KBSLKI4

pith:2024:3KBSLKI4JX76K46PLJ6VTLXWXJ

not attested not anchored not stored refs pending

Impact of Recurrent Neural Networks and Deep Learning Frameworks on Real-time Lightweight Time Series Anomaly Detection

Jia-Chun Lin, Ming-Chang Lee, Sokratis Katsikas

arxiv:2407.18439 v1 · 2024-07-26 · 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{3KBSLKI4JX76K46PLJ6VTLXWXJ}

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

Exploring the impact of Optimised Hyperparameters on Bi-LSTM-based Contextual Anomaly Detector

Receipt and verification

First computed	2026-07-05T08:48:49.657007Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

da8325a91c4dffe573cf5a7d59aef6ba5a9706f2d792387304ef2dbe3f31e60f

Aliases

arxiv: 2407.18439 · arxiv_version: 2407.18439v1 · doi: 10.48550/arxiv.2407.18439 · pith_short_12: 3KBSLKI4JX76 · pith_short_16: 3KBSLKI4JX76K46P · pith_short_8: 3KBSLKI4

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/3KBSLKI4JX76K46PLJ6VTLXWXJ \
  | 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: da8325a91c4dffe573cf5a7d59aef6ba5a9706f2d792387304ef2dbe3f31e60f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bfc138ef2bb8e011ad832f945605b8bb794eae9bdbed4498acbf87dfcbb5ba45",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-07-26T00:38:51Z",
    "title_canon_sha256": "8894dcf2b17ce7832781ec2158be99679b347fa40eaba951b0644134bb0dcc37"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.18439",
    "kind": "arxiv",
    "version": 1
  }
}