Pith Number

pith:USA6BEZA

pith:2022:USA6BEZA4IYYVXDKYDQNTX4DSR

not attested not anchored not stored refs pending

TuneUp: A Simple Improved Training Strategy for Graph Neural Networks

Edward W Huang, Jure Leskovec, Kaidi Cao, Karthik Subbian, Kenji Kawaguchi, Kexin Huang, Weihua Hu

arxiv:2210.14843 v2 · 2022-10-26 · stat.ML · cs.AI · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{USA6BEZA4IYYVXDKYDQNTX4DSR}

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.

Receipt and verification

First computed	2026-07-05T06:44:47.209260Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a481e09320e2318adc6ac0e0d9df83947a539c214a93e700c29c9ed0956cdf26

Aliases

arxiv: 2210.14843 · arxiv_version: 2210.14843v2 · doi: 10.48550/arxiv.2210.14843 · pith_short_12: USA6BEZA4IYY · pith_short_16: USA6BEZA4IYYVXDK · pith_short_8: USA6BEZA

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/USA6BEZA4IYYVXDKYDQNTX4DSR \
  | 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: a481e09320e2318adc6ac0e0d9df83947a539c214a93e700c29c9ed0956cdf26

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ed10d70cda8aa7db90ac3832738d03ea1e69ffad3d99ad2818016b09d1c0d8b4",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2022-10-26T16:42:14Z",
    "title_canon_sha256": "aa61eaeb8c94f4d656517d415710136ef91c353a9480cb3dccb9e4ad4a5e552a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2210.14843",
    "kind": "arxiv",
    "version": 2
  }
}