Pith Number

pith:LP4ZSV54

pith:2023:LP4ZSV542JE4LC5CHAMPVWK2VK

not attested not anchored not stored refs pending

Exploring Causal Learning through Graph Neural Networks: An In-depth Review

Haoran Xie, Jianming Yong, Lin Li, Qing Li, Simi Job, Taotao Cai, Xiaohui Tao

arxiv:2311.14994 v1 · 2023-11-25 · 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{LP4ZSV542JE4LC5CHAMPVWK2VK}

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

Causal-Inspired Multi-Agent Decision-Making via Graph Reinforcement Learning

Receipt and verification

First computed	2026-07-05T07:16:57.260351Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5bf99957bcd249c58ba23818fad95aaa9cfc06447cbada10f950e79878d3f046

Aliases

arxiv: 2311.14994 · arxiv_version: 2311.14994v1 · doi: 10.48550/arxiv.2311.14994 · pith_short_12: LP4ZSV542JE4 · pith_short_16: LP4ZSV542JE4LC5C · pith_short_8: LP4ZSV54

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/LP4ZSV542JE4LC5CHAMPVWK2VK \
  | 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: 5bf99957bcd249c58ba23818fad95aaa9cfc06447cbada10f950e79878d3f046

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8baf7264928908829cb6594d1230cd6e254f3d533a38c0b68bc7f03237c1d2ae",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-11-25T10:46:06Z",
    "title_canon_sha256": "4cb6d2104e4b8bd9c03d25a642e18571061eaf41f9288358e39fdb07baa1a513"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.14994",
    "kind": "arxiv",
    "version": 1
  }
}