Pith Number

pith:4CU6YJJ6

pith:2025:4CU6YJJ653OKDFR2AOVCPNQ2YC

not attested not anchored not stored refs pending

Sample complexity of data-driven tuning of model hyperparameters in neural networks with structured parameter-dependent dual function

Anh Tuan Nguyen, Dravyansh Sharma, Maria-Florina Balcan

arxiv:2501.13734 v4 · 2025-01-23 · cs.LG

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\usepackage{pith}
\pithnumber{4CU6YJJ653OKDFR2AOVCPNQ2YC}

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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

1 paper in Pith

Distribution-dependent Generalization Bounds for Tuning Linear Regression Across Tasks

Receipt and verification

First computed	2026-07-05T10:55:54.441361Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e0a9ec253eeedca1963a03aa27b61ac0befb8283d5b601657cc66696d42627f0

Aliases

arxiv: 2501.13734 · arxiv_version: 2501.13734v4 · doi: 10.48550/arxiv.2501.13734 · pith_short_12: 4CU6YJJ653OK · pith_short_16: 4CU6YJJ653OKDFR2 · pith_short_8: 4CU6YJJ6

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/4CU6YJJ653OKDFR2AOVCPNQ2YC \
  | 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: e0a9ec253eeedca1963a03aa27b61ac0befb8283d5b601657cc66696d42627f0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7bfa99e14333baa8f706b8782bc970690e4869997e290dbca6d90f7dcb0b63a4",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/publicdomain/zero/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-01-23T15:10:51Z",
    "title_canon_sha256": "ce520f4859f1df40b0dd628e40ba91a4c1f9b6d02aa2c31e1fe5fd10d28f81de"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.13734",
    "kind": "arxiv",
    "version": 4
  }
}