Pith Number

pith:I3TY7QVL

pith:2023:I3TY7QVLS4SOEV4QPCFTVOG4IP

not attested not anchored not stored refs pending

Fast Convergence in Learning Two-Layer Neural Networks with Separable Data

Christos Thrampoulidis, Hossein Taheri

arxiv:2305.13471 v2 · 2023-05-22 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{I3TY7QVLS4SOEV4QPCFTVOG4IP}

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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

1 paper in Pith

Convergence Guarantees of Gradient Descent for Neural Networks via Generalized Lipschitz Smoothness

Receipt and verification

First computed	2026-07-05T06:24:50.222649Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

46e78fc2ab9724e25790788b3ab8dc43e612ee467395b2f63e5e874480c90557

Aliases

arxiv: 2305.13471 · arxiv_version: 2305.13471v2 · doi: 10.48550/arxiv.2305.13471 · pith_short_12: I3TY7QVLS4SO · pith_short_16: I3TY7QVLS4SOEV4Q · pith_short_8: I3TY7QVL

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/I3TY7QVLS4SOEV4QPCFTVOG4IP \
  | 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: 46e78fc2ab9724e25790788b3ab8dc43e612ee467395b2f63e5e874480c90557

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b79b979bab09e91ab416e267f4006a58e45d3069aadac85f071f739705554ffa",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-05-22T20:30:10Z",
    "title_canon_sha256": "56d2694e2f725911c20b7f317d2bbe77f17cce3f672c766e8334bda143b89ea6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2305.13471",
    "kind": "arxiv",
    "version": 2
  }
}