Pith Number

pith:G2UUC3JT

pith:2016:G2UUC3JTXK2CCTGHWWLGMCY34W

not attested not anchored not stored refs pending

Noisy Activation Functions

Caglar Gulcehre, Marcin Moczulski, Misha Denil, Yoshua Bengio

arxiv:1603.00391 v3 · 2016-03-01 · 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{G2UUC3JTXK2CCTGHWWLGMCY34W}

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

1 paper in Pith

Principled Curriculum Learning using Parameter Continuation Methods

Receipt and verification

First computed	2026-05-18T01:17:50.071986Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

36a9416d33bab4214cc7b596660b1be592593aaeefa8d4012e078b75fad01280

Aliases

arxiv: 1603.00391 · arxiv_version: 1603.00391v3 · doi: 10.48550/arxiv.1603.00391 · pith_short_12: G2UUC3JTXK2C · pith_short_16: G2UUC3JTXK2CCTGH · pith_short_8: G2UUC3JT

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/G2UUC3JTXK2CCTGHWWLGMCY34W \
  | 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: 36a9416d33bab4214cc7b596660b1be592593aaeefa8d4012e078b75fad01280

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0b41280a26e2afae572ac0390925fbbea4d8a8317376f03604334965def69309",
    "cross_cats_sorted": [
      "cs.NE",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2016-03-01T18:30:15Z",
    "title_canon_sha256": "b7b31f2f9b80cb8b75b9d8353a422cf411fc239d5ea567934b8652aa8910028b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1603.00391",
    "kind": "arxiv",
    "version": 3
  }
}