Pith Number

pith:NAC62DBT

pith:2019:NAC62DBTP6WY4EWWSCR4OUM4IX

not attested not anchored not stored refs pending

On the Convergence of Adam and Beyond

Sanjiv Kumar, Sashank J. Reddi, Satyen Kale

arxiv:1904.09237 v1 · 2019-04-19 · 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{NAC62DBTP6WY4EWWSCR4OUM4IX}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

31 papers in Pith

Deep learning applied to computational mechanics: A comprehensive review, state of the art, and the classics

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

XNet-Enhanced Deep BSDE Method and Numerical Analysis

A Physics-Inspired Optimizer: Velocity Regularized Adam

Why SGD is not Brownian Motion: A New Perspective on Stochastic Dynamics

Receipt and verification

First computed	2026-05-17T23:48:07.910468Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6805ed0c337fad8e12d690a3c7519c45ce8a2669ba4baa4d6986435188dd3d65

Aliases

arxiv: 1904.09237 · arxiv_version: 1904.09237v1 · doi: 10.48550/arxiv.1904.09237 · pith_short_12: NAC62DBTP6WY · pith_short_16: NAC62DBTP6WY4EWW · pith_short_8: NAC62DBT

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/NAC62DBTP6WY4EWWSCR4OUM4IX \
  | 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: 6805ed0c337fad8e12d690a3c7519c45ce8a2669ba4baa4d6986435188dd3d65

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "60105a2d8716f6d93b8eae7ae7a0f267b98a9741432f708151ec04b7892e1730",
    "cross_cats_sorted": [
      "math.OC",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-04-19T16:21:38Z",
    "title_canon_sha256": "001a4bb98f91b0563412da3a3e0ea9a3c9d07dfc27c216809c1a47144e79d99e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1904.09237",
    "kind": "arxiv",
    "version": 1
  }
}