Pith Number

pith:L4UF7JSY

pith:2024:L4UF7JSYOJWCEPI5AJQRXT7JSM

not attested not anchored not stored refs pending

Comprehensive Review and Empirical Evaluation of Causal Discovery Algorithms for Numerical Data

Lingbo Li, Liyan Song, Wenjin Niu, Zijun Gao

arxiv:2407.13054 v2 · 2024-07-17 · 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{L4UF7JSYOJWCEPI5AJQRXT7JSM}

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

TCD-Arena: Assessing Robustness of Time Series Causal Discovery Methods Against Assumption Violations

Receipt and verification

First computed	2026-07-05T09:03:01.501127Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5f285fa658726c223d1d02611bcfe993132bbb3c537b2f5d26cfed27cbbfab77

Aliases

arxiv: 2407.13054 · arxiv_version: 2407.13054v2 · doi: 10.48550/arxiv.2407.13054 · pith_short_12: L4UF7JSYOJWC · pith_short_16: L4UF7JSYOJWCEPI5 · pith_short_8: L4UF7JSY

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/L4UF7JSYOJWCEPI5AJQRXT7JSM \
  | 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: 5f285fa658726c223d1d02611bcfe993132bbb3c537b2f5d26cfed27cbbfab77

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "49d3a6f222842cef1eb9ca55215d8ebc7c94ca768cd666a27d86fbda7baa5ab8",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-07-17T23:47:05Z",
    "title_canon_sha256": "0fdfc48686ebc747d44a1d2a99f67bddbbe022eb083e2913c2d11458516116bd"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.13054",
    "kind": "arxiv",
    "version": 2
  }
}