Pith Number

pith:MYC6432E

pith:2019:MYC6432EGFYRMMIS77JQIK63ON

not attested not anchored not stored refs pending

Gradient Descent can Learn Less Over-parameterized Two-layer Neural Networks on Classification Problems

Atsushi Nitanda, Geoffrey Chinot, Taiji Suzuki

arxiv:1905.09870 v3 · 2019-05-23 · stat.ML · cs.LG

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\usepackage{pith}
\pithnumber{MYC6432EGFYRMMIS77JQIK63ON}

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3 Author claim open · sign in to claim

4 Citations open

5 Replications open

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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

8 papers in Pith

Estimation of High Dimensional Bounded Discrete Graphical Models via Regularized Generalized Score Matching

Structure Before Collapse: Transient semantic geometry in next-token prediction

A Theory on Flow Matching with Neural Networks

Minimax-Optimal Generalization Bounds for Smooth Deep Neural Networks Trained by (Stochastic) Gradient Descent

Optimal Rates for Generalization of Gradient Descent Methods with Deep Neural Networks

Receipt and verification

First computed	2026-07-05T00:48:59.170405Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6605ee6f443171163112ffd3042bdb734800c911113a451755f3787c4a862fd0

Aliases

arxiv: 1905.09870 · arxiv_version: 1905.09870v3 · doi: 10.48550/arxiv.1905.09870 · pith_short_12: MYC6432EGFYR · pith_short_16: MYC6432EGFYRMMIS · pith_short_8: MYC6432E

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/MYC6432EGFYRMMIS77JQIK63ON \
  | 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: 6605ee6f443171163112ffd3042bdb734800c911113a451755f3787c4a862fd0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1f1d15d8e063e540f6dda9ed43dfafcca6c3623365e6df2159a53806d7f196e2",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2019-05-23T18:57:35Z",
    "title_canon_sha256": "a746582c2fca89815bfd91855d28192fc518c65805505d12dd1bcfc6b6f0b8be"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1905.09870",
    "kind": "arxiv",
    "version": 3
  }
}