Pith Number

pith:4PVOPSJW

pith:2025:4PVOPSJWZMJY7CNGM4VU6F3CY2

not attested not anchored not stored refs pending

Efficient GNN Training Through Structure-Aware Randomized Mini-Batching

Christos Kozyrakis, Gal Chechik, Haggai Maron, Vignesh Balaji

arxiv:2504.18082 v1 · 2025-04-25 · cs.LG · cs.AI

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{4PVOPSJWZMJY7CNGM4VU6F3CY2}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

Geometric deep learning assists protein engineering. Opportunities and Challenges

Receipt and verification

First computed	2026-07-05T10:54:01.324524Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e3eae7c936cb138f89a6672b4f1762c6ac68b9131c2d4d4f8a071d0aa760794b

Aliases

arxiv: 2504.18082 · arxiv_version: 2504.18082v1 · doi: 10.48550/arxiv.2504.18082 · pith_short_12: 4PVOPSJWZMJY · pith_short_16: 4PVOPSJWZMJY7CNG · pith_short_8: 4PVOPSJW

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/4PVOPSJWZMJY7CNGM4VU6F3CY2 \
  | 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: e3eae7c936cb138f89a6672b4f1762c6ac68b9131c2d4d4f8a071d0aa760794b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bfd75371c27548762990fc97f82491dbb01e9c03a52b16225ec46eb963bae723",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-04-25T05:16:53Z",
    "title_canon_sha256": "abbe12ed705cb644fb7577040a4a5e0611069268ce333756d9c9923f659a9099"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.18082",
    "kind": "arxiv",
    "version": 1
  }
}