Pith Number

pith:KUTWIVS4

pith:2024:KUTWIVS4QPZA27GYAMCLH3XL7I

not attested not anchored not stored refs pending

Heterophilic Graph Neural Networks Optimization with Causal Message-passing

Botao Wang, Fugee Tsung, Heng Chang, Jia Li, Keli Zhang

arxiv:2411.13821 v2 · 2024-11-21 · cs.LG · cs.AI · stat.ML

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{KUTWIVS4QPZA27GYAMCLH3XL7I}

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.

Receipt and verification

First computed	2026-07-05T09:41:03.957064Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

552764565c83f20d7cd80304b3eeebfa3a92b78893996d3d2240d5cd3ac4e0d4

Aliases

arxiv: 2411.13821 · arxiv_version: 2411.13821v2 · doi: 10.48550/arxiv.2411.13821 · pith_short_12: KUTWIVS4QPZA · pith_short_16: KUTWIVS4QPZA27GY · pith_short_8: KUTWIVS4

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/KUTWIVS4QPZA27GYAMCLH3XL7I \
  | 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: 552764565c83f20d7cd80304b3eeebfa3a92b78893996d3d2240d5cd3ac4e0d4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "208a788a2d1627cb6d7044288d0b9ec20c557b9e823d08533be1d04e066c65f6",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-11-21T03:59:07Z",
    "title_canon_sha256": "870c27fc7aa0144a1fb59930660194883b3f29d09aaffc4801aa861dfcf31637"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.13821",
    "kind": "arxiv",
    "version": 2
  }
}