Pith Number

pith:CEJ5V6T7

pith:2025:CEJ5V6T7R2G3HVG5YZY3S35V7O

not attested not anchored not stored refs pending

Deep Probabilistic Modeling of User Behavior for Anomaly Detection via Mixture Density Networks

Lu Dai, Renzi Meng, Sheng Chai, Wenxuan Zhu, Xuehui Quan, Yichen Wang

arxiv:2505.08220 v2 · 2025-05-13 · 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{CEJ5V6T7R2G3HVG5YZY3S35V7O}

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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

Collaborative Evolution of Intelligent Agents in Large-Scale Microservice Systems

Receipt and verification

First computed	2026-07-05T11:04:51.139031Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1113dafa7f8e8db3d4ddc671b96fb5fb83d823e9b6ebeb294ab0c723189df48e

Aliases

arxiv: 2505.08220 · arxiv_version: 2505.08220v2 · doi: 10.48550/arxiv.2505.08220 · pith_short_12: CEJ5V6T7R2G3 · pith_short_16: CEJ5V6T7R2G3HVG5 · pith_short_8: CEJ5V6T7

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/CEJ5V6T7R2G3HVG5YZY3S35V7O \
  | 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: 1113dafa7f8e8db3d4ddc671b96fb5fb83d823e9b6ebeb294ab0c723189df48e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bcae886ab6f8828b1986ebe72bbd8b2859728a54cdaab4151d84d68a418c0115",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-05-13T04:32:21Z",
    "title_canon_sha256": "eb53a390121e77478d074fb1162c6a4b7129951422eb6302fb7b187d78c52bdd"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.08220",
    "kind": "arxiv",
    "version": 2
  }
}