Pith Number

pith:UT3FI73A

pith:2016:UT3FI73A6O5UVQPUMA3RPAEJ6U

not attested not anchored not stored refs pending

Neural Networks Designing Neural Networks: Multi-Objective Hyper-Parameter Optimization

Brett H. Meyer, Guang Yang, Sean C. Smithson, Warren J. Gross

arxiv:1611.02120 v1 · 2016-11-07 · cs.NE · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{UT3FI73A6O5UVQPUMA3RPAEJ6U}

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.

Receipt and verification

First computed	2026-05-18T01:00:03.671008Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a4f6547f60f3bb4ac1f46037178089f5229c88fbf83db88b2e9cb538d5008ead

Aliases

arxiv: 1611.02120 · arxiv_version: 1611.02120v1 · doi: 10.48550/arxiv.1611.02120 · pith_short_12: UT3FI73A6O5U · pith_short_16: UT3FI73A6O5UVQPU · pith_short_8: UT3FI73A

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/UT3FI73A6O5UVQPUMA3RPAEJ6U \
  | 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: a4f6547f60f3bb4ac1f46037178089f5229c88fbf83db88b2e9cb538d5008ead

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "056c74a537e76df910b22345ef1486e9c524c42bf947dc90ab57e7ebd0e9d378",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.NE",
    "submitted_at": "2016-11-07T15:38:39Z",
    "title_canon_sha256": "bea1ae672d322e2b951a8e417b4762faa76c47ababc2940ffb09683aa4bff261"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1611.02120",
    "kind": "arxiv",
    "version": 1
  }
}