Pith Number

pith:HB4H6U57

pith:2019:HB4H6U57AKEYQD723E3Z5MXDZY

not attested not anchored not stored refs pending

Grid Search, Random Search, Genetic Algorithm: A Big Comparison for NAS

Pavlo Liashchynskyi, Petro Liashchynskyi

arxiv:1912.06059 v1 · 2019-12-12 · 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{HB4H6U57AKEYQD723E3Z5MXDZY}

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

4 papers in Pith

Curation of a Cardiology Interface Terminology for Highlighting Electronic Health Records using Machine Learning

Spiking Neural Network Architecture Search: A Survey

Bringing Order to Asynchronous SGD: Towards Optimality under Data-Dependent Delays with Momentum

Receipt and verification

First computed	2026-07-05T00:25:51.313973Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

38787f53bf0289880ffad9379eb2e3ce3441a659a11a8855184ac8f171c615b1

Aliases

arxiv: 1912.06059 · arxiv_version: 1912.06059v1 · doi: 10.48550/arxiv.1912.06059 · pith_short_12: HB4H6U57AKEY · pith_short_16: HB4H6U57AKEYQD72 · pith_short_8: HB4H6U57

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/HB4H6U57AKEYQD723E3Z5MXDZY \
  | 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: 38787f53bf0289880ffad9379eb2e3ce3441a659a11a8855184ac8f171c615b1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6c256c675d5c9d03f9db62acb10563beb6cda4ced83649a1ab8607f87ad49abf",
    "cross_cats_sorted": [
      "cs.NE",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-12-12T16:07:20Z",
    "title_canon_sha256": "2c3f5266a43a12f9beacfa904928d16952a40e1c166137314bf9b9c766a56f5d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1912.06059",
    "kind": "arxiv",
    "version": 1
  }
}