Pith Number

pith:ACUFIXYO

pith:2019:ACUFIXYOK2F2OWJK33N6LBF4HY

not attested not anchored not stored refs pending

Towards Understanding the Spectral Bias of Deep Learning

Ding-Xuan Zhou, Quanquan Gu, Yuan Cao, Yue Wu, Zhiying Fang

arxiv:1912.01198 v3 · 2019-12-03 · cs.LG · stat.ML

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\usepackage{pith}
\pithnumber{ACUFIXYOK2F2OWJK33N6LBF4HY}

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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

10 papers in Pith

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Frequency Shift Physics-Informed Extreme Learning Machine for Solving High-Frequency Partial Differential Equations

A Theory on Flow Matching with Neural Networks

Fourier Feature Pyramids for Physics-Informed Neural Networks

Deciphering Neural Reparameterized Full-Waveform Inversion with Neural Sensitivity Kernel and Wave Tangent Kernel

Receipt and verification

First computed	2026-07-05T01:40:17.174340Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

00a8545f0e568ba7592adedbe584bc3e0b4522bbaa5861a8268b67999053582a

Aliases

arxiv: 1912.01198 · arxiv_version: 1912.01198v3 · doi: 10.48550/arxiv.1912.01198 · pith_short_12: ACUFIXYOK2F2 · pith_short_16: ACUFIXYOK2F2OWJK · pith_short_8: ACUFIXYO

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/ACUFIXYOK2F2OWJK33N6LBF4HY \
  | 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: 00a8545f0e568ba7592adedbe584bc3e0b4522bbaa5861a8268b67999053582a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7584b3bdba78d5cc609ddae74f7d70ae5a376f74e8cd43d82685d3069b08195c",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-12-03T05:34:30Z",
    "title_canon_sha256": "527c74abd2e7020d73685c7e8b3826b76ff5b25da8a34e1eecc5068f520157b6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1912.01198",
    "kind": "arxiv",
    "version": 3
  }
}