Pith Number

pith:BLH3GKBY

pith:2018:BLH3GKBYYG6ORUCMMLIJ3OMHCX

not attested not anchored not stored refs pending

Stochastic Nested Variance Reduction for Nonconvex Optimization

Dongruo Zhou, Pan Xu, Quanquan Gu

arxiv:1806.07811 v2 · 2018-06-20 · cs.LG · math.OC · stat.ML

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{BLH3GKBYYG6ORUCMMLIJ3OMHCX}

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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

Dimension-Free Saddle-Point Escape in Muon

Receipt and verification

First computed	2026-07-05T01:43:53.815478Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0acfb32838c1bce8d04c62d09db98715f339f9c947908e98f8e268cc62b914c8

Aliases

arxiv: 1806.07811 · arxiv_version: 1806.07811v2 · doi: 10.48550/arxiv.1806.07811 · pith_short_12: BLH3GKBYYG6O · pith_short_16: BLH3GKBYYG6ORUCM · pith_short_8: BLH3GKBY

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/BLH3GKBYYG6ORUCMMLIJ3OMHCX \
  | 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: 0acfb32838c1bce8d04c62d09db98715f339f9c947908e98f8e268cc62b914c8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8db023fd2e7c79f74b8e481d1aa64a617ff1e4c6223f9cf48dd55c4576aa0295",
    "cross_cats_sorted": [
      "math.OC",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-06-20T16:01:09Z",
    "title_canon_sha256": "7a20016e8112fc1aa88c4019e28d68e475953db512ba7bc72d72d70c821bb52f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1806.07811",
    "kind": "arxiv",
    "version": 2
  }
}