Pith Number

pith:26CAGDVH

pith:2019:26CAGDVHTUF6CWDWFDHTYLFIEI

not attested not anchored not stored refs pending

SGD on Neural Networks Learns Functions of Increasing Complexity

Benjamin L. Edelman, Boaz Barak, Dimitris Kalimeris, Fred Zhang, Gal Kaplun, Preetum Nakkiran, Tristan Yang

arxiv:1905.11604 v1 · 2019-05-28 · cs.LG · cs.NE · 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{26CAGDVHTUF6CWDWFDHTYLFIEI}

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

1 paper in Pith

Estimating Implicit Regularization in Deep Learning

Receipt and verification

First computed	2026-05-17T23:44:52.881805Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d784030ea79d0be1587628cf3c2ca822041fc90aa21ea60cb0285eb3978183e8

Aliases

arxiv: 1905.11604 · arxiv_version: 1905.11604v1 · doi: 10.48550/arxiv.1905.11604 · pith_short_12: 26CAGDVHTUF6 · pith_short_16: 26CAGDVHTUF6CWDW · pith_short_8: 26CAGDVH

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/26CAGDVHTUF6CWDWFDHTYLFIEI \
  | 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: d784030ea79d0be1587628cf3c2ca822041fc90aa21ea60cb0285eb3978183e8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c0f4ff9136d00c6c32a7cc4d1ccc80408846a6784ff10cb171cece23c72d87eb",
    "cross_cats_sorted": [
      "cs.NE",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-05-28T04:34:08Z",
    "title_canon_sha256": "acd2b0c15f61bc79fd353f7ec61b4978b32f99747396815f6222d9e96acc4f47"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1905.11604",
    "kind": "arxiv",
    "version": 1
  }
}