Pith Number

pith:ZB5CN4D7

pith:2019:ZB5CN4D7V5CLEUAKR6C4YUOGMU

not attested not anchored not stored refs pending

Natural-Logarithm-Rectified Activation Function in Convolutional Neural Networks

Chao Gao, Jianpeng Zhang, Jinghua Qu, Lixin Ji, Yang Liu

arxiv:1908.03682 v2 · 2019-08-10 · cs.LG · cs.CV · stat.ML

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\usepackage{pith}
\pithnumber{ZB5CN4D7V5CLEUAKR6C4YUOGMU}

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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

1 paper in Pith

Verification of Neural Networks (Lecture Notes)

Receipt and verification

First computed	2026-07-04T23:59:34.534919Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c87a26f07faf44b2500a8f85cc51c6652e25832f91d8704bf2174322ad3ab7cf

Aliases

arxiv: 1908.03682 · arxiv_version: 1908.03682v2 · doi: 10.48550/arxiv.1908.03682 · pith_short_12: ZB5CN4D7V5CL · pith_short_16: ZB5CN4D7V5CLEUAK · pith_short_8: ZB5CN4D7

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/ZB5CN4D7V5CLEUAKR6C4YUOGMU \
  | 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: c87a26f07faf44b2500a8f85cc51c6652e25832f91d8704bf2174322ad3ab7cf

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2ffbea0de42f70118554cdba2b01743350019402ded22f44833b1037854b0d7a",
    "cross_cats_sorted": [
      "cs.CV",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-08-10T03:51:36Z",
    "title_canon_sha256": "2e801382b585ed756742554e088de691fbdc88d3ba616bfaaa201ac3ee18338e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1908.03682",
    "kind": "arxiv",
    "version": 2
  }
}