Pith Number

pith:WZNIAJWH

pith:2024:WZNIAJWHK5TRDFHAQOYYYJLDVT

not attested not anchored not stored refs pending

Graph Neural Networks Need Cluster-Normalize-Activate Modules

Arseny Skryagin, Devendra Singh Dhami, Felix Divo, Kristian Kersting, Mohammad Amin Ali

arxiv:2412.04064 v1 · 2024-12-05 · 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{WZNIAJWHK5TRDFHAQOYYYJLDVT}

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	2026-07-05T09:44:58.608411Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b65a8026c757671194e083b18c2563acff30519df338e598443af60458add0d4

Aliases

arxiv: 2412.04064 · arxiv_version: 2412.04064v1 · doi: 10.48550/arxiv.2412.04064 · pith_short_12: WZNIAJWHK5TR · pith_short_16: WZNIAJWHK5TRDFHA · pith_short_8: WZNIAJWH

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/WZNIAJWHK5TRDFHAQOYYYJLDVT \
  | 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: b65a8026c757671194e083b18c2563acff30519df338e598443af60458add0d4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fbdadbb98d7872dfb726cf4edd23459905b0d4caf00fc6b5b190a8f57d728dc9",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-05T10:59:20Z",
    "title_canon_sha256": "780b1c1ca9f4339af6212bb07b94142f9d495ceb75ada30c239b70024b534f24"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.04064",
    "kind": "arxiv",
    "version": 1
  }
}