Pith Number

pith:TD7ZXGNE

pith:2025:TD7ZXGNEEDWPC7N2YWNTAMR2PD

not attested not anchored not stored refs pending

On the Rate of Convergence of Kolmogorov-Arnold Network Regression Estimators

Eleni Chatzi, Wei Liu, Zhilu Lai

arxiv:2509.19830 v3 · 2025-09-24 · cs.LG · cs.AI · stat.ML

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\usepackage{pith}
\pithnumber{TD7ZXGNEEDWPC7N2YWNTAMR2PD}

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Record completeness

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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

6 papers in Pith

Necessary and sufficient conditions for universality of Kolmogorov-Arnold networks

A Practitioner's Guide to Kolmogorov-Arnold Networks

Optimization, Generalization and Differential Privacy Bounds for Gradient Descent on Kolmogorov-Arnold Networks

Population Risk Bounds for Kolmogorov-Arnold Networks Trained by DP-SGD with Correlated Noise

Receipt and verification

First computed	2026-07-31T01:08:40.676310Z
Builder	pith-number-builder-2026-05-17-v1
Signature	unsigned_v0
Schema	pith-number/v1.0

Canonical hash

98ff9b99a420ecf17dbac59b30323a78ffaeb862cced80bdcc1823edddd805d5

Aliases

arxiv: 2509.19830 · arxiv_version: 2509.19830v3 · doi: 10.48550/arxiv.2509.19830 · pith_short_12: TD7ZXGNEEDWP · pith_short_16: TD7ZXGNEEDWPC7N2 · pith_short_8: TD7ZXGNE

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/TD7ZXGNEEDWPC7N2YWNTAMR2PD \
  | 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: 98ff9b99a420ecf17dbac59b30323a78ffaeb862cced80bdcc1823edddd805d5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6fa281a920d579cbde2427243096c9011b601faa80edd9d51757df3f7d104b8b",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-09-24T07:22:03Z",
    "title_canon_sha256": "d9c924561fb97c9ebbfb5875892cbde4ac0e15e0d6d0665ee9ef1a3744ebe52a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2509.19830",
    "kind": "arxiv",
    "version": 3
  }
}