Pith Number

pith:7NHSIOCM

pith:2018:7NHSIOCMI2LWNXLRAVAO3CWQW5

not attested not anchored not stored refs pending

Closing the Generalization Gap of Adaptive Gradient Methods in Training Deep Neural Networks

Dongruo Zhou, Jinghui Chen, Quanquan Gu, Yiqi Tang, Yuan Cao, Ziyan Yang

arxiv:1806.06763 v3 · 2018-06-18 · cs.LG · stat.ML

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\usepackage{pith}
\pithnumber{7NHSIOCMI2LWNXLRAVAO3CWQW5}

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3 Author claim open · sign in to claim

4 Citations open

5 Replications open

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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

3 papers in Pith

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Anon: Extrapolating Adaptivity Beyond SGD and Adam

\mathsf{VISTA}: Decentralized Machine Learning in Adversary Dominated Environments

Receipt and verification

First computed	2026-07-05T01:12:16.500913Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

fb4f24384c469766dd710540ed8ad0b7589dc771b4ef9fb9af011f5a9a3dc786

Aliases

arxiv: 1806.06763 · arxiv_version: 1806.06763v3 · doi: 10.48550/arxiv.1806.06763 · pith_short_12: 7NHSIOCMI2LW · pith_short_16: 7NHSIOCMI2LWNXLR · pith_short_8: 7NHSIOCM

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/7NHSIOCMI2LWNXLRAVAO3CWQW5 \
  | 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: fb4f24384c469766dd710540ed8ad0b7589dc771b4ef9fb9af011f5a9a3dc786

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "30447ac4c5e1d033c9c8d04eb287eafbff382e93a6e1d073b3b266774d940588",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-06-18T15:17:01Z",
    "title_canon_sha256": "b0a16ff62cca94fbe3b184fa6755a8df2e58de77dae0b0725bb0a483e7bc96fd"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1806.06763",
    "kind": "arxiv",
    "version": 3
  }
}