Pith Number

pith:V2KXUHSD

pith:2023:V2KXUHSDBVZOFAKATKWADGYMQ2

not attested not anchored not stored refs pending

Beyond Uniform Smoothness: A Stopped Analysis of Adaptive SGD

Constantine Caramanis, Litu Rout, Matthew Faw, Sanjay Shakkottai

arxiv:2302.06570 v1 · 2023-02-13 · stat.ML · 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{V2KXUHSDBVZOFAKATKWADGYMQ2}

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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

A unified convergence theory for adaptive first-order methods in the nonconvex case, including AdaNorm, full and diagonal AdaGrad, Shampoo and Muo

Receipt and verification

First computed	2026-07-05T05:41:12.519654Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ae957a1e430d72e281409aac019b0c86b3af89e1e0771cb7645c6f652f5be4ef

Aliases

arxiv: 2302.06570 · arxiv_version: 2302.06570v1 · doi: 10.48550/arxiv.2302.06570 · pith_short_12: V2KXUHSDBVZO · pith_short_16: V2KXUHSDBVZOFAKA · pith_short_8: V2KXUHSD

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/V2KXUHSDBVZOFAKATKWADGYMQ2 \
  | 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: ae957a1e430d72e281409aac019b0c86b3af89e1e0771cb7645c6f652f5be4ef

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4f008de31d1e9eefa8ceb4c0f008d580345433b2bc764d63407753a8e10d711b",
    "cross_cats_sorted": [
      "cs.LG",
      "math.OC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2023-02-13T18:13:36Z",
    "title_canon_sha256": "a45c11cd25451307716f21bc42a6767fc80d0c1ac6d127d9a0764de2e9a20247"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2302.06570",
    "kind": "arxiv",
    "version": 1
  }
}