Pith Number

pith:XOQIII6S

pith:2025:XOQIII6SAFGLYKN6VIUWJSMYHB

not attested not anchored not stored refs pending

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

Aafan Ahmad Toor, Ernst Gunnar Gran, Jia-Chun Lin

arxiv:2501.15053 v1 · 2025-01-25 · 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{XOQIII6SAFGLYKN6VIUWJSMYHB}

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.

Receipt and verification

First computed	2026-07-05T10:05:23.600061Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bba08423d2014cbc29beaa2964c998386af844f384fb42540abf9d400f222fc0

Aliases

arxiv: 2501.15053 · arxiv_version: 2501.15053v1 · doi: 10.48550/arxiv.2501.15053 · pith_short_12: XOQIII6SAFGL · pith_short_16: XOQIII6SAFGLYKN6 · pith_short_8: XOQIII6S

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/XOQIII6SAFGLYKN6VIUWJSMYHB \
  | 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: bba08423d2014cbc29beaa2964c998386af844f384fb42540abf9d400f222fc0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f3d9e64387f023b94a71f93c4ae0452feca940b77e951fdfc22b2199c5f0ee7c",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-01-25T03:26:22Z",
    "title_canon_sha256": "d55e1cb1d0b3801580fe48bfdad84ae2971d732bae018f291c43f71dda250927"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.15053",
    "kind": "arxiv",
    "version": 1
  }
}