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Pith Number

pith:GEBISPB5

pith:2024:GEBISPB5Z2UTVF62FFYT65WHC6
not attested not anchored not stored refs pending

Addressing Spectral Bias of Deep Neural Networks by Multi-Grade Deep Learning

Ronglong Fang, Yuesheng Xu

arxiv:2410.16105 v1 · 2024-10-21 · cs.LG · cs.AI

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\usepackage{pith}
\pithnumber{GEBISPB5Z2UTVF62FFYT65WHC6}

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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.

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1 paper in Pith

Receipt and verification
First computed 2026-07-05T09:23:29.390759Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

3102893c3dcea93a97da29713f76c717bd648d65497fe4028c6852cf2c07f121

Aliases

arxiv: 2410.16105 · arxiv_version: 2410.16105v1 · doi: 10.48550/arxiv.2410.16105 · pith_short_12: GEBISPB5Z2UT · pith_short_16: GEBISPB5Z2UTVF62 · pith_short_8: GEBISPB5
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/GEBISPB5Z2UTVF62FFYT65WHC6 \
  | 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: 3102893c3dcea93a97da29713f76c717bd648d65497fe4028c6852cf2c07f121
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "daac5a969144e4d05bc6160683a08510a036bf3040953407405da9b2a5785dab",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-21T15:34:33Z",
    "title_canon_sha256": "78364b0932c8b6a73f9c4b284a54c9b8601e1f5f8523bb99add320ea4db713fc"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.16105",
    "kind": "arxiv",
    "version": 1
  }
}