Pith Number

pith:SP2PNJ4W

pith:2019:SP2PNJ4WNSA5HCX3T4LW6FN577

not attested not anchored not stored refs pending

Strategies for Pre-training Graph Neural Networks

Bowen Liu, Joseph Gomes, Jure Leskovec, Marinka Zitnik, Percy Liang, Vijay Pande, Weihua Hu

arxiv:1905.12265 v3 · 2019-05-29 · cs.LG · stat.ML

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\usepackage{pith}
\pithnumber{SP2PNJ4WNSA5HCX3T4LW6FN577}

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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

29 papers in Pith

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EpiFormer: Learning Antigen-Antibody Interactions for Epitope Prediction via Geometric Deep Learning

Receipt and verification

First computed	2026-07-05T00:42:19.298218Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

93f4f6a7966c81d38afb9f176f15bdfff97e722bd625664506c654e288f92a5c

Aliases

arxiv: 1905.12265 · arxiv_version: 1905.12265v3 · doi: 10.48550/arxiv.1905.12265 · pith_short_12: SP2PNJ4WNSA5 · pith_short_16: SP2PNJ4WNSA5HCX3 · pith_short_8: SP2PNJ4W

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/SP2PNJ4WNSA5HCX3T4LW6FN577 \
  | 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: 93f4f6a7966c81d38afb9f176f15bdfff97e722bd625664506c654e288f92a5c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7b2fe8f3fb209b643573d3e9164563228a2764e8141bcfd9b29b2d6f98e21bce",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-05-29T08:11:52Z",
    "title_canon_sha256": "935dc0621b3417d0ffc10a547959dbb5d1cc60e77e5404073a857c7fdfa39613"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1905.12265",
    "kind": "arxiv",
    "version": 3
  }
}