Pith Number

pith:7UG7BNCL

pith:2019:7UG7BNCLLI73AZQBIKNRR4JBZC

not attested not anchored not stored refs pending

Improving Randomized Learning of Feedforward Neural Networks by Appropriate Generation of Random Parameters

Grzegorz Dudek

arxiv:1908.05542 v1 · 2019-08-15 · 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{7UG7BNCLLI73AZQBIKNRR4JBZC}

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	2026-07-04T23:56:53.696803Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

fd0df0b44b5a3fb06601429b18f121c8bff773404735ada4d823f9b1c431de88

Aliases

arxiv: 1908.05542 · arxiv_version: 1908.05542v1 · doi: 10.48550/arxiv.1908.05542 · pith_short_12: 7UG7BNCLLI73 · pith_short_16: 7UG7BNCLLI73AZQB · pith_short_8: 7UG7BNCL

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/7UG7BNCLLI73AZQBIKNRR4JBZC \
  | 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: fd0df0b44b5a3fb06601429b18f121c8bff773404735ada4d823f9b1c431de88

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7ed96f3882d1afbaa971f7e9f5402f34b74f73d4eb9bc0f103b6de91fc691852",
    "cross_cats_sorted": [
      "cs.NE",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-08-15T13:52:22Z",
    "title_canon_sha256": "35fd14ef59ae88176ee77af93113191fef6e5a0ae52d134a45f44711bf38aa60"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1908.05542",
    "kind": "arxiv",
    "version": 1
  }
}