Pith Number

pith:URXO6XUZ

pith:2019:URXO6XUZXXQVSWOU3QHD5MPWPM

not attested not anchored not stored refs pending

Generalization Guarantees for Neural Networks via Harnessing the Low-rank Structure of the Jacobian

Mahdi Soltanolkotabi, Mingchen Li, Samet Oymak, Zalan Fabian

arxiv:1906.05392 v2 · 2019-06-12 · cs.LG · math.OC · stat.ML

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{URXO6XUZXXQVSWOU3QHD5MPWPM}

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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

4 papers in Pith

Pointwise Generalization in Deep Neural Networks

On the Convergence Rate of LoRA Gradient Descent

CrispEdit: Low-Curvature Projections for Scalable Non-Destructive LLM Editing

LoRA: Low-Rank Adaptation of Large Language Models

Receipt and verification

First computed	2026-05-17T23:41:30.244650Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a46eef5e99bde15959d4dc0e3eb1f67b1530a63afdf673b86a93933fe25b2341

Aliases

arxiv: 1906.05392 · arxiv_version: 1906.05392v2 · doi: 10.48550/arxiv.1906.05392 · pith_short_12: URXO6XUZXXQV · pith_short_16: URXO6XUZXXQVSWOU · pith_short_8: URXO6XUZ

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/URXO6XUZXXQVSWOU3QHD5MPWPM \
  | 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: a46eef5e99bde15959d4dc0e3eb1f67b1530a63afdf673b86a93933fe25b2341

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "104b752f286783282044653e3c06409ed57fdfab63bc2a68d58e65836a9a427a",
    "cross_cats_sorted": [
      "math.OC",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-06-12T21:39:06Z",
    "title_canon_sha256": "2d462bcdeb2bd22e5df79c543f1e61cd700801e41196ea4049292a6d1758b1bc"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1906.05392",
    "kind": "arxiv",
    "version": 2
  }
}