Pith Number

pith:5BGH6R37

pith:2014:5BGH6R37GCLHV23USRYBGKCTPT

not attested not anchored not stored refs pending

Learning Activation Functions to Improve Deep Neural Networks

Forest Agostinelli, Matthew Hoffman, Peter Sadowski, Pierre Baldi

arxiv:1412.6830 v3 · 2014-12-21 · cs.NE · cs.CV · cs.LG · stat.ML

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\usepackage{pith}
\pithnumber{5BGH6R37GCLHV23USRYBGKCTPT}

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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.

Cited by

3 papers in Pith

Graph Interpolating Activation Improves Both Natural and Robust Accuracies in Data-Efficient Deep Learning

Searching for Activation Functions

Competing nonlinearities, criticality, and order-to-chaos transition in deep networks

Receipt and verification

First computed	2026-05-18T02:18:21.473511Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e84c7f477f30967aeb7494701328537cf7fd83ccaab07f32310d61de4c232a26

Aliases

arxiv: 1412.6830 · arxiv_version: 1412.6830v3 · doi: 10.48550/arxiv.1412.6830 · pith_short_12: 5BGH6R37GCLH · pith_short_16: 5BGH6R37GCLHV23U · pith_short_8: 5BGH6R37

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/5BGH6R37GCLHV23USRYBGKCTPT \
  | 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: e84c7f477f30967aeb7494701328537cf7fd83ccaab07f32310d61de4c232a26

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8df74c0ec39a27df59b68c335e1b80a546ef783b78b215a79ccc4e0d328872d7",
    "cross_cats_sorted": [
      "cs.CV",
      "cs.LG",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.NE",
    "submitted_at": "2014-12-21T20:20:21Z",
    "title_canon_sha256": "b25f5de0d1eac1def966fb53c2aed770c0e6e423bd09c302dd857e4e0bcc0048"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1412.6830",
    "kind": "arxiv",
    "version": 3
  }
}