Pith Number

pith:HE5DMRNN

pith:2019:HE5DMRNNTU6QWZC6YEW4MFSYPR

not attested not anchored not stored refs pending

On Empirical Comparisons of Optimizers for Deep Learning

Chris J. Maddison, Christopher J. Shallue, Dami Choi, George E. Dahl, Jaehoon Lee, Zachary Nado

arxiv:1910.05446 v3 · 2019-10-11 · cs.LG · stat.ML

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\usepackage{pith}
\pithnumber{HE5DMRNNTU6QWZC6YEW4MFSYPR}

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Record completeness

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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

2 papers in Pith

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

Benchmarking Optimizers for MLPs in Tabular Deep Learning

Receipt and verification

First computed	2026-07-05T01:10:28.924183Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

393a3645ad9d3d0b645ec12dc616587c67278e390498d8afc711037687a72e47

Aliases

arxiv: 1910.05446 · arxiv_version: 1910.05446v3 · doi: 10.48550/arxiv.1910.05446 · pith_short_12: HE5DMRNNTU6Q · pith_short_16: HE5DMRNNTU6QWZC6 · pith_short_8: HE5DMRNN

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/HE5DMRNNTU6QWZC6YEW4MFSYPR \
  | 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: 393a3645ad9d3d0b645ec12dc616587c67278e390498d8afc711037687a72e47

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7c67d1270aef30b00a77d52e1880e9f9580497b51cb64d01c59338e3aa899232",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-10-11T23:51:09Z",
    "title_canon_sha256": "6dc1dc29e268dccad636d37a03a79b4484d4d73b256cf0634b8c72d2502fb3c2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1910.05446",
    "kind": "arxiv",
    "version": 3
  }
}