Pith Number

pith:UT3CREEF

pith:2023:UT3CREEFGMCFCOXR4CLGVLND3L

not attested not anchored not stored refs pending

From Coupled Oscillators to Graph Neural Networks: Reducing Over-smoothing via a Kuramoto Model-based Approach

Hirotada Honda, Shugo Nakamura, Takashi Sano, Tan M. Nguyen, Tuan Nguyen, Vinh Nguyen

arxiv:2311.03260 v2 · 2023-11-06 · cs.LG · cs.AI · stat.ML

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\usepackage{pith}
\pithnumber{UT3CREEFGMCFCOXR4CLGVLND3L}

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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

Swarm-Inspired Generation of Collective Behaviors in Graph Dynamical Systems

Weight Decay Regimes in Grokking Transformers: Cheap Online Diagnostics

Receipt and verification

First computed	2026-07-05T07:52:42.661924Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a4f62890853304513af1e0966aada3daf0b9ef50c60b190975af80400d2b8cab

Aliases

arxiv: 2311.03260 · arxiv_version: 2311.03260v2 · doi: 10.48550/arxiv.2311.03260 · pith_short_12: UT3CREEFGMCF · pith_short_16: UT3CREEFGMCFCOXR · pith_short_8: UT3CREEF

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/UT3CREEFGMCFCOXR4CLGVLND3L \
  | 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: a4f62890853304513af1e0966aada3daf0b9ef50c60b190975af80400d2b8cab

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f6b22e1544f684073a073da8d16bfd00cc1956142e3bbf06879a7c9390fd94ea",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-11-06T16:47:17Z",
    "title_canon_sha256": "a706017fcaf0b3715efb0a0b78eab83000d797bb1a7e0a8cff4de93f2db9a4f2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.03260",
    "kind": "arxiv",
    "version": 2
  }
}