Pith Number

pith:ZQ2NUWCT

pith:2018:ZQ2NUWCT6KGSBSH6MVQBPRBXBC

not attested not anchored not stored refs pending

Convergence guarantees for RMSProp and ADAM in non-convex optimization and an empirical comparison to Nesterov acceleration

Anirbit Mukherjee, Enayat Ullah, Soham De

arxiv:1807.06766 v3 · 2018-07-18 · cs.LG · 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{ZQ2NUWCT6KGSBSH6MVQBPRBXBC}

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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

3 papers in Pith

Accelerated Gradient Methods for Nonconvex Optimization: Escape Trajectories From Strict Saddle Points and Convergence to Local Minima

Can Adaptive Gradient Methods Converge under Heavy-Tailed Noise? A Case Study of AdaGrad

Adam-HNAG: A Convergent Reformulation of Adam with Accelerated Rate

Receipt and verification

First computed	2026-05-18T00:00:13.013864Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cc34da5853f28d20c8fe656017c43708bc59c3fd1c9be5ede377ad260e54b691

Aliases

arxiv: 1807.06766 · arxiv_version: 1807.06766v3 · doi: 10.48550/arxiv.1807.06766 · pith_short_12: ZQ2NUWCT6KGS · pith_short_16: ZQ2NUWCT6KGSBSH6 · pith_short_8: ZQ2NUWCT

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/ZQ2NUWCT6KGSBSH6MVQBPRBXBC \
  | 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: cc34da5853f28d20c8fe656017c43708bc59c3fd1c9be5ede377ad260e54b691

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8ec46d9ebd4dc6ea613bf23db738245543d91c0be72a6c4a96249b715b6c44d2",
    "cross_cats_sorted": [
      "math.OC",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-07-18T03:58:02Z",
    "title_canon_sha256": "47e834fa51179e1ac8f8c1e096ecc9e9fd9de3306ebb4deb374ae0ce11ef2dc1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1807.06766",
    "kind": "arxiv",
    "version": 3
  }
}