Pith Number

pith:6L26H4VO

pith:2016:6L26H4VOUGHNTVLJIOXIO7CKOS

not attested not anchored not stored refs pending

Optimization Methods for Large-Scale Machine Learning

Frank E. Curtis, Jorge Nocedal, L\'eon Bottou

arxiv:1606.04838 v3 · 2016-06-15 · stat.ML · cs.LG · math.OC

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{6L26H4VOUGHNTVLJIOXIO7CKOS}

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

6 papers in Pith

Scaling Laws for Transfer

On Large-Batch Training for Deep Learning: Generalization Gap and Sharp Minima

Accurate, Large Minibatch SGD: Training ImageNet in 1 Hour

A General Language Assistant as a Laboratory for Alignment

Language Models (Mostly) Know What They Know

Receipt and verification

First computed	2026-05-18T00:24:02.480895Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f2f5e3f2aea18ed9d56943ae877c4a74af5808d9164b565c512d6175d17874d7

Aliases

arxiv: 1606.04838 · arxiv_version: 1606.04838v3 · doi: 10.48550/arxiv.1606.04838 · pith_short_12: 6L26H4VOUGHN · pith_short_16: 6L26H4VOUGHNTVLJ · pith_short_8: 6L26H4VO

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/6L26H4VOUGHNTVLJIOXIO7CKOS \
  | 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: f2f5e3f2aea18ed9d56943ae877c4a74af5808d9164b565c512d6175d17874d7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "aa8505e29b6b377e15190f66eadbde53cdb65eacbf101b2c723651978de4a394",
    "cross_cats_sorted": [
      "cs.LG",
      "math.OC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2016-06-15T16:15:53Z",
    "title_canon_sha256": "d09c804e90d017653dba769a82986fb81c3791a3d9be98e367e0f0a7d7447a42"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1606.04838",
    "kind": "arxiv",
    "version": 3
  }
}