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Pith Number

pith:CZ7W2JNW

pith:2025:CZ7W2JNWJZALMED4YWJL34E5BP
not attested not anchored not stored refs pending

Leveraging KANs for Expedient Training of Multichannel MLPs via Preconditioning and Geometric Refinement

Ben Southworth, Eric C. Cyr, Graham Harper, Jonas A. Actor

arxiv:2505.18131 v1 · 2025-05-23 · cs.LG · cs.AI

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\usepackage{pith}
\pithnumber{CZ7W2JNWJZALMED4YWJL34E5BP}

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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

3 papers in Pith

Receipt and verification
First computed 2026-07-05T11:08:36.994145Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

167f6d25b64e40b6107cc592bdf09d0be879d921612066ccfd145bbcd489ff00

Aliases

arxiv: 2505.18131 · arxiv_version: 2505.18131v1 · doi: 10.48550/arxiv.2505.18131 · pith_short_12: CZ7W2JNWJZAL · pith_short_16: CZ7W2JNWJZALMED4 · pith_short_8: CZ7W2JNW
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/CZ7W2JNWJZALMED4YWJL34E5BP \
  | 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: 167f6d25b64e40b6107cc592bdf09d0be879d921612066ccfd145bbcd489ff00
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "1d20238a72aa1c72dbf2c985fd306d988cf2f3e3c2f413322d9d036cfd2d1195",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-05-23T17:41:18Z",
    "title_canon_sha256": "68e93e8e39ca45ae81eb0200315a3277e21955d34dad6f84b86c06d5968affa2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.18131",
    "kind": "arxiv",
    "version": 1
  }
}