Pith Number

pith:H2OJMTK5

pith:2023:H2OJMTK5H63QLD2O4CIN5HVRTC

not attested not anchored not stored refs pending

Convergence of Sign-based Random Reshuffling Algorithms for Nonconvex Optimization

Pan Xu, Zhen Qin, Zhishuai Liu

arxiv:2310.15976 v4 · 2023-10-24 · cs.LG · cs.DC · math.OC · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{H2OJMTK5H63QLD2O4CIN5HVRTC}

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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

Improved Analysis for Sign-based Methods with Momentum Updates

Receipt and verification

First computed	2026-08-12T01:21:06.101652Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3e9c964d5d3fb7058f4ee090de9eb19895395a132e34e12edc92da6ede0ea509

Aliases

arxiv: 2310.15976 · arxiv_version: 2310.15976v4 · doi: 10.48550/arxiv.2310.15976 · pith_short_12: H2OJMTK5H63Q · pith_short_16: H2OJMTK5H63QLD2O · pith_short_8: H2OJMTK5

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/H2OJMTK5H63QLD2O4CIN5HVRTC \
  | 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: 3e9c964d5d3fb7058f4ee090de9eb19895395a132e34e12edc92da6ede0ea509

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d4f7da69daa1337eb989f497ce603f77813f1d5fc9dd31e255eab42651366bc7",
    "cross_cats_sorted": [
      "cs.DC",
      "math.OC",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-10-24T16:25:13Z",
    "title_canon_sha256": "5f50b9fd4a1a089d264637d38b51cbb74fe0e2dd00f980d4a855a2691ddab310"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.15976",
    "kind": "arxiv",
    "version": 4
  }
}