Pith Number

pith:XPROX6OY

pith:2024:XPROX6OYTPE4HYMABBOEXNIE2G

not attested not anchored not stored refs pending

Federated Causal Discovery from Heterogeneous Data

Bin Gu, Biwei Huang, Gongxu Luo, Guangyi Chen, Ignavier Ng, Kun Zhang, Loka Li, Tongliang Liu

arxiv:2402.13241 v2 · 2024-02-20 · cs.LG · 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{XPROX6OYTPE4HYMABBOEXNIE2G}

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

Horizontal and Vertical Federated Causal Structure Learning via Higher-order Cumulants

Receipt and verification

First computed	2026-07-05T07:49:37.131245Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bbe2ebf9d89bc9c3e180085c4bb504d1ac2d23ebde1910b76086d7e566c10c83

Aliases

arxiv: 2402.13241 · arxiv_version: 2402.13241v2 · doi: 10.48550/arxiv.2402.13241 · pith_short_12: XPROX6OYTPE4 · pith_short_16: XPROX6OYTPE4HYMA · pith_short_8: XPROX6OY

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/XPROX6OYTPE4HYMABBOEXNIE2G \
  | 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: bbe2ebf9d89bc9c3e180085c4bb504d1ac2d23ebde1910b76086d7e566c10c83

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "475a86a0a8f376346a984d8d3e6c183bccf520109c8789761b4f1a4c2c658bb7",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-20T18:53:53Z",
    "title_canon_sha256": "a0bb62ff77247d21347e301541c1466c114333a01eb4ffdd03d868f2034813d8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.13241",
    "kind": "arxiv",
    "version": 2
  }
}