Pith Number

pith:3XYIJU3N

pith:2019:3XYIJU3NIZY3YBSLA5SLZ3NH7W

not attested not anchored not stored refs pending

Improving Graph Attention Networks with Large Margin-based Constraints

Guangtao Wang, Jing Huang, Jure Leskovec, Rex Ying

arxiv:1910.11945 v1 · 2019-10-25 · 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{3XYIJU3NIZY3YBSLA5SLZ3NH7W}

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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

2 papers in Pith

How Attentive are Graph Attention Networks?

Attention-based graph neural networks: a survey

Receipt and verification

First computed	2026-07-05T00:15:11.260328Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ddf084d36d4671bc064b0764bceda7fdb4b9214e4cc6081920f52e5820f7fce5

Aliases

arxiv: 1910.11945 · arxiv_version: 1910.11945v1 · doi: 10.48550/arxiv.1910.11945 · pith_short_12: 3XYIJU3NIZY3 · pith_short_16: 3XYIJU3NIZY3YBSL · pith_short_8: 3XYIJU3N

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/3XYIJU3NIZY3YBSLA5SLZ3NH7W \
  | 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: ddf084d36d4671bc064b0764bceda7fdb4b9214e4cc6081920f52e5820f7fce5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "306c9b50820da67f1c41316094a4527ccd5989947802fac11227dec81b0aa060",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-10-25T21:24:00Z",
    "title_canon_sha256": "c1e4de9129c13df006d487d17508495a2bc590bfe95be61b1ba4321206f83e11"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1910.11945",
    "kind": "arxiv",
    "version": 1
  }
}