Pith Number

pith:LDVUAYBE

pith:2023:LDVUAYBE2WZOKRQMFOG67Y6DUF

not attested not anchored not stored refs pending

Random feature approximation for general spectral methods

Mike Nguyen, Nicole M\"ucke

arxiv:2308.15434 v1 · 2023-08-29 · cs.LG · stat.ML

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{LDVUAYBE2WZOKRQMFOG67Y6DUF}

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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

2 papers in Pith

Minimax-Optimal Generalization Bounds for Smooth Deep Neural Networks Trained by (Stochastic) Gradient Descent

Optimal Rates for Generalization of Gradient Descent Methods with Deep Neural Networks

Receipt and verification

First computed	2026-07-05T06:45:54.592288Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

58eb406024d5b2e5460c2b8defe3c3a16cfbdf60e9c1b78aaee7ab2795476788

Aliases

arxiv: 2308.15434 · arxiv_version: 2308.15434v1 · doi: 10.48550/arxiv.2308.15434 · pith_short_12: LDVUAYBE2WZO · pith_short_16: LDVUAYBE2WZOKRQM · pith_short_8: LDVUAYBE

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/LDVUAYBE2WZOKRQMFOG67Y6DUF \
  | 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: 58eb406024d5b2e5460c2b8defe3c3a16cfbdf60e9c1b78aaee7ab2795476788

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6b273ba916251e8a0711d67619e4aa831d33ad827cf622152857974e34f850bd",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-08-29T16:56:03Z",
    "title_canon_sha256": "614e312528b4348a6d68416058d5aaa7725ee66f26e0745d328f92e63a411d64"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2308.15434",
    "kind": "arxiv",
    "version": 1
  }
}