Pith Number

pith:HE27HZUS

pith:2022:HE27HZUSH2OKMTKG5RQ43FF26T

not attested not anchored not stored refs pending

On the Activation Function Dependence of the Spectral Bias of Neural Networks

Jinchao Xu, Jonathan W. Siegel, Qingguo Hong, Qinyang Tan

arxiv:2208.04924 v3 · 2022-08-09 · cs.LG

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\usepackage{pith}
\pithnumber{HE27HZUSH2OKMTKG5RQ43FF26T}

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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

6 papers in Pith

RepNN: Tackling spectral bias in deep neural networks via parameter reparameterization

AR-KAN: Autoregressive-Weight-Enhanced Kolmogorov-Arnold Network for Time Series Forecasting

A Practitioner's Guide to Kolmogorov-Arnold Networks

On the Convergence Behavior of Preconditioned Gradient Descent Toward the Rich Learning Regime

Autocorrelation Reintroduces Spectral Bias in KANs for Time Series Forecasting

Receipt and verification

First computed	2026-07-05T04:55:06.362107Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3935f3e6923e9ca64d46ec61cd94baf4c2c21f546c74618f0f193ac979ea9a49

Aliases

arxiv: 2208.04924 · arxiv_version: 2208.04924v3 · doi: 10.48550/arxiv.2208.04924 · pith_short_12: HE27HZUSH2OK · pith_short_16: HE27HZUSH2OKMTKG · pith_short_8: HE27HZUS

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/HE27HZUSH2OKMTKG5RQ43FF26T \
  | 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: 3935f3e6923e9ca64d46ec61cd94baf4c2c21f546c74618f0f193ac979ea9a49

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cf38ddbf61c9000dd5c866ff06d0e60cc9af214df16c8ff3c6c4b92db79d70a0",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-08-09T17:40:57Z",
    "title_canon_sha256": "97db8ce9aaa3e2cd73797e57d0a0ceaa685eeb4e16870ac46717cbff5ca72de4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2208.04924",
    "kind": "arxiv",
    "version": 3
  }
}