Pith Number

pith:OIKWE6BC

pith:2021:OIKWE6BC4YV3EFFS5SZJAQ3PC6

not attested not anchored not stored refs pending

STORM+: Fully Adaptive SGD with Momentum for Nonconvex Optimization

Ali Kavis, Kfir Y. Levy, Volkan Cevher

arxiv:2111.01040 v1 · 2021-11-01 · math.OC · 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{OIKWE6BC4YV3EFFS5SZJAQ3PC6}

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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

HOME-3: High-Order Momentum Estimator with Third-Power Gradient for Convex and Smooth Nonconvex Optimization

Receipt and verification

First computed	2026-07-05T03:27:52.935178Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7215627822e62bb214b2ecb290436f178146eb921c8fc91167adab3ace4e6c86

Aliases

arxiv: 2111.01040 · arxiv_version: 2111.01040v1 · doi: 10.48550/arxiv.2111.01040 · pith_short_12: OIKWE6BC4YV3 · pith_short_16: OIKWE6BC4YV3EFFS · pith_short_8: OIKWE6BC

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/OIKWE6BC4YV3EFFS5SZJAQ3PC6 \
  | 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: 7215627822e62bb214b2ecb290436f178146eb921c8fc91167adab3ace4e6c86

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "048a4f23c2dfac727bf631c290b108abac4eb9383f6226577f7f89f7e83fd6bc",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "math.OC",
    "submitted_at": "2021-11-01T15:43:36Z",
    "title_canon_sha256": "4a368f79b6ec5d10bc5e56b61a3a7da622e9c16bd8dc1bb54d81726e1f623a43"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2111.01040",
    "kind": "arxiv",
    "version": 1
  }
}