Pith Number

pith:AGPSED3A

pith:2024:AGPSED3A7RVAZP7EE4FH4QE2KR

not attested not anchored not stored refs pending

Understanding Heterophily for Graph Neural Networks

Junfu Wang, Liang Yang, Yuanfang Guo, Yunhong Wang

arxiv:2401.09125 v2 · 2024-01-17 · cs.LG · 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{AGPSED3A7RVAZP7EE4FH4QE2KR}

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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

Hierarchical Multi-Scale Graph Neural Networks: Scalable Heterophilous Learning with Oversmoothing and Oversquashing Mitigation

Receipt and verification

First computed	2026-07-05T08:27:02.513338Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

019f220f60fc6a0cbfe4270a7e409a545b8e9f5324f7ea4c04f949557f1f4943

Aliases

arxiv: 2401.09125 · arxiv_version: 2401.09125v2 · doi: 10.48550/arxiv.2401.09125 · pith_short_12: AGPSED3A7RVA · pith_short_16: AGPSED3A7RVAZP7E · pith_short_8: AGPSED3A

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/AGPSED3A7RVAZP7EE4FH4QE2KR \
  | 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: 019f220f60fc6a0cbfe4270a7e409a545b8e9f5324f7ea4c04f949557f1f4943

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1f514181c09fbf336dcc23c12050575079eaaf81f6a1103ae6d58f16b3575569",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-01-17T11:01:28Z",
    "title_canon_sha256": "d7fd45207d1e0894c81bac03f7b6725465b9e1f64a41c8ee16cdd3fd86590523"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2401.09125",
    "kind": "arxiv",
    "version": 2
  }
}