Pith Number

pith:XA6NEFLK

pith:2023:XA6NEFLKWAJB5OLT42LJHI5PRE

not attested not anchored not stored refs pending

Near-Optimal Non-Convex Stochastic Optimization under Generalized Smoothness

Srikanth Jagabathula, Zhengyuan Zhou, Zijian Liu

arxiv:2302.06032 v2 · 2023-02-13 · 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{XA6NEFLKWAJB5OLT42LJHI5PRE}

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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

Nonconvex Stochastic Optimization under Heavy-Tailed Noises: Optimal Convergence without Gradient Clipping

Receipt and verification

First computed	2026-07-05T07:06:01.912885Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b83cd2156ab0121eb973e69693a3af890d8ef633361c0f3aae1e96873bcc5743

Aliases

arxiv: 2302.06032 · arxiv_version: 2302.06032v2 · doi: 10.48550/arxiv.2302.06032 · pith_short_12: XA6NEFLKWAJB · pith_short_16: XA6NEFLKWAJB5OLT · pith_short_8: XA6NEFLK

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/XA6NEFLKWAJB5OLT42LJHI5PRE \
  | 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: b83cd2156ab0121eb973e69693a3af890d8ef633361c0f3aae1e96873bcc5743

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "47d6283f0532af59c1652b9dce3636069a6dfb81743ff41bf6ea206bd8bf89b9",
    "cross_cats_sorted": [
      "math.OC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-02-13T00:22:28Z",
    "title_canon_sha256": "9086d9de0569e62152f71ba5f160b384dbd9de2134d54e60d249a20b67103463"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2302.06032",
    "kind": "arxiv",
    "version": 2
  }
}