Pith Number

pith:2RNRWKDZ

pith:2024:2RNRWKDZZIRTJCNKYVUSCLOBI2

not attested not anchored not stored refs pending

A Survey of Out-of-distribution Generalization for Graph Machine Learning from a Causal View

Jing Ma

arxiv:2409.09858 v3 · 2024-09-15 · 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{2RNRWKDZZIRTJCNKYVUSCLOBI2}

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

A Recipe for Causal Graph Regression: Confounding Effects Revisited

Receipt and verification

First computed	2026-07-05T09:21:07.552777Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d45b1b2879ca233489aac569212dc146953b12c64a50b78a616cd1621e004eda

Aliases

arxiv: 2409.09858 · arxiv_version: 2409.09858v3 · doi: 10.48550/arxiv.2409.09858 · pith_short_12: 2RNRWKDZZIRT · pith_short_16: 2RNRWKDZZIRTJCNK · pith_short_8: 2RNRWKDZ

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/2RNRWKDZZIRTJCNKYVUSCLOBI2 \
  | 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: d45b1b2879ca233489aac569212dc146953b12c64a50b78a616cd1621e004eda

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ad5d7be86bf5d9479e8c78ba4cc289d2abd861f18678ae05b885fd2bed3806dc",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-09-15T20:41:18Z",
    "title_canon_sha256": "e417a414b24b49447672eb240685504d761996b7f079cb8507789312ea5fac3e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2409.09858",
    "kind": "arxiv",
    "version": 3
  }
}