Pith Number

pith:SONYCIWF

pith:2024:SONYCIWFW4BQ4XBATMJAOJDOC4

not attested not anchored not stored refs pending

LOCAL: Learning with Orientation Matrix to Infer Causal Structure from Time Series Data

Boyang Qiang, Jiajun Zhang, Weiwei Xing, Witold Pedrycz, Xiaoyu Guo, Yue Cheng

arxiv:2410.19464 v4 · 2024-10-25 · cs.LG · cs.AI · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{SONYCIWFW4BQ4XBATMJAOJDOC4}

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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

AutoCause: A Python framework that automates expert decisions in environmental time-series causal discovery

Receipt and verification

First computed	2026-07-05T10:35:39.414803Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

939b8122c5b7030e5c209b1207246e172d0493a4ec792c433e8af6b6c80eac53

Aliases

arxiv: 2410.19464 · arxiv_version: 2410.19464v4 · doi: 10.48550/arxiv.2410.19464 · pith_short_12: SONYCIWFW4BQ · pith_short_16: SONYCIWFW4BQ4XBA · pith_short_8: SONYCIWF

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/SONYCIWFW4BQ4XBATMJAOJDOC4 \
  | 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: 939b8122c5b7030e5c209b1207246e172d0493a4ec792c433e8af6b6c80eac53

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "01484e26358c85d73a555ff10cd00f35ef6de19f22e868e227307c5f378a376f",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-25T10:48:41Z",
    "title_canon_sha256": "691e4c9938f66eff4dc91e23c24d124a535f2a5d9f523615c3193c95d8196ca5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.19464",
    "kind": "arxiv",
    "version": 4
  }
}