Pith Number

pith:L2S4CNEU

pith:2020:L2S4CNEUWUFQQ62GDZ5TYC7ZCF

not attested not anchored not stored refs pending

Global Attention Improves Graph Networks Generalization

Heli Ben-Hamu, Omri Puny, Yaron Lipman

arxiv:2006.07846 v2 · 2020-06-14 · cs.LG · cs.DS · 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{L2S4CNEUWUFQQ62GDZ5TYC7ZCF}

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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

Adaptive Canonicalization with Application to Invariant Anisotropic Geometric Networks

Towards Systematic Generalization for Power Grid Optimization Problems

Receipt and verification

First computed	2026-07-05T01:51:07.770214Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5ea5c13494b50b087b461e7b3c0bf91151c050a1e6ba2c7c3821ac0d66889c0b

Aliases

arxiv: 2006.07846 · arxiv_version: 2006.07846v2 · doi: 10.48550/arxiv.2006.07846 · pith_short_12: L2S4CNEUWUFQ · pith_short_16: L2S4CNEUWUFQQ62G · pith_short_8: L2S4CNEU

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/L2S4CNEUWUFQQ62GDZ5TYC7ZCF \
  | 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: 5ea5c13494b50b087b461e7b3c0bf91151c050a1e6ba2c7c3821ac0d66889c0b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2a1ef194c0282c8821f5fd3c6d41cff4c86bbab12dad48d6bffb15a430a31e43",
    "cross_cats_sorted": [
      "cs.DS",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-06-14T09:01:57Z",
    "title_canon_sha256": "39164dffd53c675508bdc0815fd3fef14f50e49dd20cdd00091aa70da4be8019"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2006.07846",
    "kind": "arxiv",
    "version": 2
  }
}