Pith Number

pith:NEMPHPYS

pith:2019:NEMPHPYSPX6A2NPV5JVCN2RWV5

not attested not anchored not stored refs pending

Generating Random Parameters in Feedforward Neural Networks with Random Hidden Nodes: Drawbacks of the Standard Method and How to Improve It

Grzegorz Dudek

arxiv:1908.05864 v2 · 2019-08-16 · 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{NEMPHPYSPX6A2NPV5JVCN2RWV5}

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	2026-07-05T00:05:13.509375Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6918f3bf127dfc0d35f5ea6a26ea36af731180c305ba386ef0148c2538966b68

Aliases

arxiv: 1908.05864 · arxiv_version: 1908.05864v2 · doi: 10.48550/arxiv.1908.05864 · pith_short_12: NEMPHPYSPX6A · pith_short_16: NEMPHPYSPX6A2NPV · pith_short_8: NEMPHPYS

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/NEMPHPYSPX6A2NPV5JVCN2RWV5 \
  | 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: 6918f3bf127dfc0d35f5ea6a26ea36af731180c305ba386ef0148c2538966b68

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9a75a147bd5eb532c9b8fcf315d3929fceda3a6ba3943bc264a9d8dbcdd25706",
    "cross_cats_sorted": [
      "cs.NE",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-08-16T06:43:33Z",
    "title_canon_sha256": "84c85db56e283b3da92e0af0256cabd4795d3d0d9510a98f5c1f14300cdb4412"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1908.05864",
    "kind": "arxiv",
    "version": 2
  }
}