Pith. sign in
Pith Number

pith:XE4ECKGJ

pith:2019:XE4ECKGJJFIWB2CIENSJY2XZVN
not attested not anchored not stored refs pending

Evolution of Novel Activation Functions in Neural Network Training with Applications to Classification of Exoplanets

Archana Mathur, Nithin Nagaraj, Rahul Yedida, Snehanshu Saha

arxiv:1906.01975 v1 · 2019-06-01 · astro-ph.IM · cs.LG · physics.data-an · stat.ML

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{XE4ECKGJJFIWB2CIENSJY2XZVN}

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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 2026-07-05T01:55:41.905866Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

b9384128c9495160e84823649c6af9ab5416087802640579c9700c1d47e34ab2

Aliases

arxiv: 1906.01975 · arxiv_version: 1906.01975v1 · doi: 10.48550/arxiv.1906.01975 · pith_short_12: XE4ECKGJJFIW · pith_short_16: XE4ECKGJJFIWB2CI · pith_short_8: XE4ECKGJ
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/XE4ECKGJJFIWB2CIENSJY2XZVN \
  | 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: b9384128c9495160e84823649c6af9ab5416087802640579c9700c1d47e34ab2
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "f687d74af670f650a5236365e327d5df305b587ea880fd6a9eca04be72aab4d4",
    "cross_cats_sorted": [
      "cs.LG",
      "physics.data-an",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "astro-ph.IM",
    "submitted_at": "2019-06-01T11:08:49Z",
    "title_canon_sha256": "04f37528a5d03afc51af6bf8dea8e213e5d23b9743c773dba141eec9a5a122ee"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1906.01975",
    "kind": "arxiv",
    "version": 1
  }
}