Pith Number

pith:G4QD6GS2

pith:2019:G4QD6GS2SHNSSQ2E3LH44AHRYS

not attested not anchored not stored refs pending

The role of invariance in spectral complexity-based generalization bounds

Andreas Loukas, Konstantinos Pitas, Mike Davies, Pierre Vandergheynst

arxiv:1905.09677 v2 · 2019-05-23 · cs.LG · stat.ML

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\usepackage{pith}
\pithnumber{G4QD6GS2SHNSSQ2E3LH44AHRYS}

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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

1 paper in Pith

On the Sample Complexity of One Hidden Layer Networks with Equivariance, Locality and Weight Sharing

Receipt and verification

First computed	2026-07-05T00:46:31.112077Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

37203f1a5a91db294344dacfce00f1c4861f099f684138e34f6978d020c303a2

Aliases

arxiv: 1905.09677 · arxiv_version: 1905.09677v2 · doi: 10.48550/arxiv.1905.09677 · pith_short_12: G4QD6GS2SHNS · pith_short_16: G4QD6GS2SHNSSQ2E · pith_short_8: G4QD6GS2

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/G4QD6GS2SHNSSQ2E3LH44AHRYS \
  | 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: 37203f1a5a91db294344dacfce00f1c4861f099f684138e34f6978d020c303a2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e5aed77762120f4d238cc82bf69aa06a9ee2cff9e614d5b2042d77509132c84d",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-05-23T14:23:50Z",
    "title_canon_sha256": "042381f2521cc0752b323ba581be30c4e6f957fa4c6efd8cf4b6b0df67d6eea8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1905.09677",
    "kind": "arxiv",
    "version": 2
  }
}