Pith Number

pith:JPF3RTT6

pith:2024:JPF3RTT6JJN3PETA7DJFSPTX7F

not attested not anchored not stored refs pending

Large Deviation Upper Bounds and Improved MSE Rates of Nonlinear SGD: Heavy-tailed Noise and Power of Symmetry

Aleksandar Armacki, Dragana Bajovic, Dusan Jakovetic, Shuhua Yu, Soummya Kar

arxiv:2410.15637 v2 · 2024-10-21 · cs.LG · math.OC · math.PR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{JPF3RTT6JJN3PETA7DJFSPTX7F}

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

3 papers in Pith

Decentralized Nonconvex Optimization under Heavy-Tailed Noise: Normalization and Optimal Convergence

High-Probability Convergence Guarantees of Decentralized SGD

Receipt and verification

First computed	2026-07-05T10:37:35.466603Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4bcbb8ce7e4a5bb79260f8d2593e77f978f71acbad4d62b5adc552f77cbda95d

Aliases

arxiv: 2410.15637 · arxiv_version: 2410.15637v2 · doi: 10.48550/arxiv.2410.15637 · pith_short_12: JPF3RTT6JJN3 · pith_short_16: JPF3RTT6JJN3PETA · pith_short_8: JPF3RTT6

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/JPF3RTT6JJN3PETA7DJFSPTX7F \
  | 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: 4bcbb8ce7e4a5bb79260f8d2593e77f978f71acbad4d62b5adc552f77cbda95d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "027cef568aedc74ef9bf6dd170e109b7bb2be24857b64ed98a443bb42109f6e5",
    "cross_cats_sorted": [
      "math.OC",
      "math.PR"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-21T04:50:57Z",
    "title_canon_sha256": "5807867a639662e77d0c4fc516caba8cc883d69a7938892d3d729fd34c15ba4e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.15637",
    "kind": "arxiv",
    "version": 2
  }
}