Pith Number

pith:IRK2L2AO

pith:2024:IRK2L2AO4QKT5EQFWSJT5UVGZ3

not attested not anchored not stored refs pending

Nonlinear Stochastic Gradient Descent and Heavy-tailed Noise: A Unified Framework and High-probability Guarantees

Aleksandar Armacki, Dragana Bajovic, Dusan Jakovetic, Gauri Joshi, Pranay Sharma, Shuhua Yu, Soummya Kar

arxiv:2410.13954 v2 · 2024-10-17 · cs.LG · math.OC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{IRK2L2AO4QKT5EQFWSJT5UVGZ3}

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

The Dual Averaging Power-Prox Method with Application to Heavy-Tail Incremental Gradient

Receipt and verification

First computed	2026-07-05T10:36:30.076431Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4455a5e80ee4153e9205b4933ed2a6cec830091228e8020c491e624fc577ffb6

Aliases

arxiv: 2410.13954 · arxiv_version: 2410.13954v2 · doi: 10.48550/arxiv.2410.13954 · pith_short_12: IRK2L2AO4QKT · pith_short_16: IRK2L2AO4QKT5EQF · pith_short_8: IRK2L2AO

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/IRK2L2AO4QKT5EQFWSJT5UVGZ3 \
  | 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: 4455a5e80ee4153e9205b4933ed2a6cec830091228e8020c491e624fc577ffb6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "516f9dff7f786e7443dc8f1f1b31fd380730eee6a328383bf3f81d2124b0a653",
    "cross_cats_sorted": [
      "math.OC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-17T18:25:28Z",
    "title_canon_sha256": "d5ad1a055c48fc65ddccddb3897499f49714828fdbd3f8586b3ea8c3d8135a6d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.13954",
    "kind": "arxiv",
    "version": 2
  }
}