Pith Number

pith:WQ7D4LNJ

pith:2019:WQ7D4LNJ6UCGVK63EHTAEFVLM4

not attested not anchored not stored refs pending

Universal Graph Transformer Self-Attention Networks

Dai Quoc Nguyen, Dinh Phung, Tu Dinh Nguyen

arxiv:1909.11855 v13 · 2019-09-26 · cs.LG · cs.CV · 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{WQ7D4LNJ6UCGVK63EHTAEFVLM4}

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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

Enhancing LLMs for Graph Tasks via Graph-aware LoRA Generation

Attention-based graph neural networks: a survey

Receipt and verification

First computed	2026-07-05T04:02:50.791605Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b43e3e2da9f5046aabdb21e60216ab673d8d3dd70980c2014e1a213a58cc2595

Aliases

arxiv: 1909.11855 · arxiv_version: 1909.11855v13 · doi: 10.48550/arxiv.1909.11855 · pith_short_12: WQ7D4LNJ6UCG · pith_short_16: WQ7D4LNJ6UCGVK63 · pith_short_8: WQ7D4LNJ

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/WQ7D4LNJ6UCGVK63EHTAEFVLM4 \
  | 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: b43e3e2da9f5046aabdb21e60216ab673d8d3dd70980c2014e1a213a58cc2595

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5ba3cd9aa1a80c974ab04a92af3ea9b430a7a2feada02bcaada1a72a0c8cab02",
    "cross_cats_sorted": [
      "cs.CV",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-09-26T02:39:59Z",
    "title_canon_sha256": "585f65532c97d4188e1afe52f7bb71ad0060d1e06b215da644df238425621368"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1909.11855",
    "kind": "arxiv",
    "version": 13
  }
}