Pith Number

pith:PE4SXUZN

pith:2025:PE4SXUZN6EP3GJ6ZQIWE7CBDIH

not attested not anchored not stored refs pending

Calibrated Unsupervised Anomaly Detection in Multivariate Time-series using Reinforcement Learning

Amir G. Aghdam, Saba Sanami

arxiv:2502.03245 v2 · 2025-02-05 · cs.LG · cs.SY · eess.SP · eess.SY

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{PE4SXUZN6EP3GJ6ZQIWE7CBDIH}

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	2026-07-05T10:12:03.878148Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

79392bd32df11fb327d9822c4f882341ff914bf1160269c1caa1c5ffcb352c69

Aliases

arxiv: 2502.03245 · arxiv_version: 2502.03245v2 · doi: 10.48550/arxiv.2502.03245 · pith_short_12: PE4SXUZN6EP3 · pith_short_16: PE4SXUZN6EP3GJ6Z · pith_short_8: PE4SXUZN

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/PE4SXUZN6EP3GJ6ZQIWE7CBDIH \
  | 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: 79392bd32df11fb327d9822c4f882341ff914bf1160269c1caa1c5ffcb352c69

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ffd884fc7537d3bc07e9914bbf0e9ff674f581438275bac1183334bacecd2d48",
    "cross_cats_sorted": [
      "cs.SY",
      "eess.SP",
      "eess.SY"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-05T15:02:40Z",
    "title_canon_sha256": "7b09173d84ba0ca06daeda3443116cea0e034fa4af33e7e46d04b9554bf2f96e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.03245",
    "kind": "arxiv",
    "version": 2
  }
}