Pith Number

pith:C2HESNNO

pith:2018:C2HESNNOGC3EVVUHF2CSTODB5L

not attested not anchored not stored refs pending

Learning and Generalization in Overparameterized Neural Networks, Going Beyond Two Layers

Yingyu Liang, Yuanzhi Li, Zeyuan Allen-Zhu

arxiv:1811.04918 v6 · 2018-11-12 · cs.LG · cs.DS · cs.NE · math.OC · stat.ML

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{C2HESNNOGC3EVVUHF2CSTODB5L}

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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

ID3 Learns Juntas for Smoothed Product Distributions

On Symmetry and Initialization for Neural Networks

Convergence rates for gradient descent in the training of overparameterized artificial neural networks with piecewise affine activation

Receipt and verification

First computed	2026-07-05T01:06:46.649412Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

168e4935ae30b64ad6872e8529b861eadb77782935222bea6b949d092044f6e8

Aliases

arxiv: 1811.04918 · arxiv_version: 1811.04918v6 · doi: 10.48550/arxiv.1811.04918 · pith_short_12: C2HESNNOGC3E · pith_short_16: C2HESNNOGC3EVVUH · pith_short_8: C2HESNNO

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/C2HESNNOGC3EVVUHF2CSTODB5L \
  | 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: 168e4935ae30b64ad6872e8529b861eadb77782935222bea6b949d092044f6e8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "df9e388cfc693c1d244fac336ec7a8e446cb7ad13a12086ac1af8d6699abed78",
    "cross_cats_sorted": [
      "cs.DS",
      "cs.NE",
      "math.OC",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-11-12T18:57:02Z",
    "title_canon_sha256": "e5b21bd449ecafbbda88fd6d598f6b1dadda91843a13cd846ed4adf6d4d6fd38"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1811.04918",
    "kind": "arxiv",
    "version": 6
  }
}