Pith Number

pith:DXY4MLR7

pith:2018:DXY4MLR7FVAKE2YQYYMEMQ5OE4

not attested not anchored not stored refs pending

Statistical Optimality of Stochastic Gradient Descent on Hard Learning Problems through Multiple Passes

Alessandro Rudi (SIERRA, Francis Bach (SIERRA, Loucas Pillaud-Vivien (SIERRA, PSL)

arxiv:1805.10074 v3 · 2018-05-25 · cs.LG · math.OC · math.ST · stat.ML · stat.TH

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\usepackage{pith}
\pithnumber{DXY4MLR7FVAKE2YQYYMEMQ5OE4}

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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

Sharp convergence rates for Spectral methods via the feature space decomposition method

Receipt and verification

First computed	2026-05-18T00:00:08.530196Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1df1c62e3f2d40a26b10c6184643ae2738e0e3cdb2037a8b87faa66a1bfb7836

Aliases

arxiv: 1805.10074 · arxiv_version: 1805.10074v3 · doi: 10.48550/arxiv.1805.10074 · pith_short_12: DXY4MLR7FVAK · pith_short_16: DXY4MLR7FVAKE2YQ · pith_short_8: DXY4MLR7

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/DXY4MLR7FVAKE2YQYYMEMQ5OE4 \
  | 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: 1df1c62e3f2d40a26b10c6184643ae2738e0e3cdb2037a8b87faa66a1bfb7836

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c513fb1e24f10b6aed023f06c4dae4c19a7fa4868d1529bfd449ca6018f74012",
    "cross_cats_sorted": [
      "math.OC",
      "math.ST",
      "stat.ML",
      "stat.TH"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-05-25T10:45:09Z",
    "title_canon_sha256": "7d0bad674a845cdb9e1863448f9ccc744c01c7bb65ce29b7bfcebff9a37ba115"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1805.10074",
    "kind": "arxiv",
    "version": 3
  }
}