Pith Number

pith:BMV5JSAD

pith:2019:BMV5JSADXXNBQMTQMZFCKTIPMJ

not attested not anchored not stored refs pending

Adaptive Gradient Methods with Dynamic Bound of Learning Rate

Liangchen Luo, Xu Sun, Yan Liu, Yuanhao Xiong

arxiv:1902.09843 v1 · 2019-02-26 · cs.LG · stat.ML

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{BMV5JSADXXNBQMTQMZFCKTIPMJ}

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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

12 papers in Pith

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A Theoretical and Experimental Study of a Novel Adaptive Learning Algorithm

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Adaptive Federated Optimization

LionMuon: Alternating Spectral and Sign Descent for Efficient Training

Receipt and verification

First computed	2026-05-17T23:48:11.065409Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0b2bd4c803bdda183270664a254d0f62680127d8e1c2d9bc192f5e191cdbc33e

Aliases

arxiv: 1902.09843 · arxiv_version: 1902.09843v1 · doi: 10.48550/arxiv.1902.09843 · pith_short_12: BMV5JSADXXNB · pith_short_16: BMV5JSADXXNBQMTQ · pith_short_8: BMV5JSAD

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/BMV5JSADXXNBQMTQMZFCKTIPMJ \
  | 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: 0b2bd4c803bdda183270664a254d0f62680127d8e1c2d9bc192f5e191cdbc33e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cbf784af20a4a9269a5dc1cae31bc7e537378d3603522cc0213c0acb7f372a7e",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-02-26T10:22:48Z",
    "title_canon_sha256": "984eb6af418bd915c6e015202f11cc537596b896cc9a78e43291d01900164081"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1902.09843",
    "kind": "arxiv",
    "version": 1
  }
}