Pith Number

pith:NNBSYPG6

pith:2018:NNBSYPG6H7IAOI7RCAP3ELAIKW

not attested not anchored not stored refs pending

On the Spectral Bias of Neural Networks

Aaron Courville, Aristide Baratin, Devansh Arpit, Felix Draxler, Fred A. Hamprecht, Min Lin, Nasim Rahaman, Yoshua Bengio

arxiv:1806.08734 v3 · 2018-06-22 · stat.ML · cs.LG

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\usepackage{pith}
\pithnumber{NNBSYPG6H7IAOI7RCAP3ELAIKW}

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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

12 papers in Pith

Theory of the Frequency Principle for General Deep Neural Networks

Beta Sampling is All You Need: Efficient Image Generation Strategy for Diffusion Models using Stepwise Spectral Analysis

FEDONet : Fourier-Embedded DeepONet for Spectrally Accurate Operator Learning

Deep learning-based phase-field modelling of brittle fracture in anisotropic media

MoMo: Conditioned Contrastive Representation Learning for Preference-Modulated Planning

Receipt and verification

First computed	2026-05-17T23:44:38.176928Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6b432c3cde3fd00723f1101fb22c0855bdf5a8d898eda906afe88f8ba45c1549

Aliases

arxiv: 1806.08734 · arxiv_version: 1806.08734v3 · doi: 10.48550/arxiv.1806.08734 · pith_short_12: NNBSYPG6H7IA · pith_short_16: NNBSYPG6H7IAOI7R · pith_short_8: NNBSYPG6

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/NNBSYPG6H7IAOI7RCAP3ELAIKW \
  | 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: 6b432c3cde3fd00723f1101fb22c0855bdf5a8d898eda906afe88f8ba45c1549

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "83886ec7e318a93412e6b84890d403e2c3c332a537d071b674dec7ffbba1e88d",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2018-06-22T15:39:05Z",
    "title_canon_sha256": "01010d8f1349482cd1ec3aa97406bd727913fd832427480b8f45fc617cfdca76"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1806.08734",
    "kind": "arxiv",
    "version": 3
  }
}