Pith Number

pith:23IWGLBJ

pith:2024:23IWGLBJVJ2K3676MFY5UQUZIJ

not attested not anchored not stored refs pending

Three Decades of Activations: A Comprehensive Survey of 400 Activation Functions for Neural Networks

Ji\v{r}\'i Kl\'ema, Vladim\'ir Kunc

arxiv:2402.09092 v1 · 2024-02-14 · cs.LG · cs.NE

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\usepackage{pith}
\pithnumber{23IWGLBJVJ2K3676MFY5UQUZIJ}

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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

4 papers in Pith

Activation Functions, Statistics and Learning of Higher-Order Interactions in Restricted Boltzmann Machines

PowLU: An Activation Function for Stable Pre-Training of LLMs

Activation Functions, Statistics and Learning of Higher-Order Interactions in Restricted Boltzmann Machines

Evolving Multi-Channel Confidence-Aware Activation Functions for Missing Data with Channel Propagation

Receipt and verification

First computed	2026-07-05T07:45:08.407511Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d6d1632c29aa74adfbfe6171da4299426f1a5aa398b76d9a541235e02e7cc8be

Aliases

arxiv: 2402.09092 · arxiv_version: 2402.09092v1 · doi: 10.48550/arxiv.2402.09092 · pith_short_12: 23IWGLBJVJ2K · pith_short_16: 23IWGLBJVJ2K3676 · pith_short_8: 23IWGLBJ

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/23IWGLBJVJ2K3676MFY5UQUZIJ \
  | 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: d6d1632c29aa74adfbfe6171da4299426f1a5aa398b76d9a541235e02e7cc8be

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "dc6aa8531677aeb6903ec8c5512d09fb61f03358f03ee0d2627472056ea897a1",
    "cross_cats_sorted": [
      "cs.NE"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-14T11:13:33Z",
    "title_canon_sha256": "b2af0e4f9f271eb1c5c8c60d0b1aca5142ab86637c3ecdf210995f3f7b28b15c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.09092",
    "kind": "arxiv",
    "version": 1
  }
}