Pith Number

pith:ZPTKWKKO

pith:2024:ZPTKWKKOUAHBRHLLH5J4FPEQDV

not attested not anchored not stored refs pending

Multi-modal Causal Structure Learning and Root Cause Analysis

Haifeng Chen, Jingrui He, Lecheng Zheng, Zhengzhang Chen

arxiv:2402.02357 v1 · 2024-02-04 · cs.LG · stat.ME

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ZPTKWKKOUAHBRHLLH5J4FPEQDV}

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

Rethinking Spatio-Temporal Anomaly Detection: A Vision for Causality-Driven Cybersecurity

Receipt and verification

First computed	2026-07-05T07:41:48.573363Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cbe6ab294ea00e189d6b3f53c2bc901d4fb8fc0168f91fe518067f90f703451e

Aliases

arxiv: 2402.02357 · arxiv_version: 2402.02357v1 · doi: 10.48550/arxiv.2402.02357 · pith_short_12: ZPTKWKKOUAHB · pith_short_16: ZPTKWKKOUAHBRHLL · pith_short_8: ZPTKWKKO

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/ZPTKWKKOUAHBRHLLH5J4FPEQDV \
  | 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: cbe6ab294ea00e189d6b3f53c2bc901d4fb8fc0168f91fe518067f90f703451e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a19795e699eb21ab440451a3ac9ca7575b5210cc9f38c6f0677678c62abbacee",
    "cross_cats_sorted": [
      "stat.ME"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-04T05:50:38Z",
    "title_canon_sha256": "8799bf37a0be0a0c335268e3115b14024f937c97f8a41cfc0adac72c5b911dbb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.02357",
    "kind": "arxiv",
    "version": 1
  }
}