Pith Number

pith:YXGOBFKD

pith:2019:YXGOBFKD6XIXDAESBSP62F5KVM

not attested not anchored not stored refs pending

The Impact of Neural Network Overparameterization on Gradient Confusion and Stochastic Gradient Descent

Karthik A. Sankararaman, Soham De, Tom Goldstein, W. Ronny Huang, Zheng Xu

arxiv:1904.06963 v5 · 2019-04-15 · cs.LG · stat.ML

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{YXGOBFKD6XIXDAESBSP62F5KVM}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

1 paper in Pith

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

Receipt and verification

First computed	2026-07-05T01:16:38.677695Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c5cce09543f5d17180920c9fed17aaab22621bae61e972370ad7de5b9ac0d2a8

Aliases

arxiv: 1904.06963 · arxiv_version: 1904.06963v5 · doi: 10.48550/arxiv.1904.06963 · pith_short_12: YXGOBFKD6XIX · pith_short_16: YXGOBFKD6XIXDAES · pith_short_8: YXGOBFKD

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/YXGOBFKD6XIXDAESBSP62F5KVM \
  | 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: c5cce09543f5d17180920c9fed17aaab22621bae61e972370ad7de5b9ac0d2a8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a21f18a51ef17265ef565484c64f11acd80dc39931629468058663536f3cf342",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-04-15T11:02:22Z",
    "title_canon_sha256": "dd56ea39b06e0f2f5b03ccde57301a88e61f77a680a25b49c4654a62f1247e53"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1904.06963",
    "kind": "arxiv",
    "version": 5
  }
}