Pith Number

pith:24A6TG5A

pith:2023:24A6TG5AVZYZBOWN66ZHM25TMN

not attested not anchored not stored refs pending

Hierarchical Graph Neural Networks for Causal Discovery and Root Cause Localization

Dongjie Wang, Haifeng Chen, Jingchao Ni, Liang Tong, Yanjie Fu, Zheng Wang, Zhengzhang Chen

arxiv:2302.01987 v1 · 2023-02-03 · 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{24A6TG5AVZYZBOWN66ZHM25TMN}

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

LOOP: A Plug-and-Play Neuro-Symbolic Framework for Enhancing Planning in Autonomous Systems

Receipt and verification

First computed	2026-07-05T05:38:47.429572Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d701e99ba0ae7190bacdf7b2766bb363632caf676303900e0696792a4dda530a

Aliases

arxiv: 2302.01987 · arxiv_version: 2302.01987v1 · doi: 10.48550/arxiv.2302.01987 · pith_short_12: 24A6TG5AVZYZ · pith_short_16: 24A6TG5AVZYZBOWN · pith_short_8: 24A6TG5A

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/24A6TG5AVZYZBOWN66ZHM25TMN \
  | 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: d701e99ba0ae7190bacdf7b2766bb363632caf676303900e0696792a4dda530a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "527f19efd9319e4cf2f8a2a910c4086bef1143165a15fb47a96239d10ea5fe9f",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-02-03T20:17:45Z",
    "title_canon_sha256": "6cdaa134e5475b5dc6d1edcbc399f62a740eaecb2cfa8f58ed8f91de6be1d40b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2302.01987",
    "kind": "arxiv",
    "version": 1
  }
}