Pith Number

pith:54I73WTD

pith:2023:54I73WTDW7E6XW43X473DHAD76

not attested not anchored not stored refs pending

Tighter Information-Theoretic Generalization Bounds from Supersamples

Yongyi Mao, Ziqiao Wang

arxiv:2302.02432 v3 · 2023-02-05 · stat.ML · cs.IT · cs.LG · math.IT

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{54I73WTDW7E6XW43X473DHAD76}

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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

Fairness Overfitting in Machine Learning: An Information-Theoretic Perspective

Receipt and verification

First computed	2026-07-05T06:20:40.482438Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ef11fdda63b7c9ebdb9bbf3fb19c03ff9b8908393b5005ff3bb66aea57ac35ef

Aliases

arxiv: 2302.02432 · arxiv_version: 2302.02432v3 · doi: 10.48550/arxiv.2302.02432 · pith_short_12: 54I73WTDW7E6 · pith_short_16: 54I73WTDW7E6XW43 · pith_short_8: 54I73WTD

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/54I73WTDW7E6XW43X473DHAD76 \
  | 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: ef11fdda63b7c9ebdb9bbf3fb19c03ff9b8908393b5005ff3bb66aea57ac35ef

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a3ebfe3f3865d12cf41fb77c926a3ca0f3855a1f0697ee48b9648edfe8067584",
    "cross_cats_sorted": [
      "cs.IT",
      "cs.LG",
      "math.IT"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2023-02-05T17:06:27Z",
    "title_canon_sha256": "60c9b4fe9fa0eeec86b2f7f622669e0380cc095bd4d2e520266c1ab775e7495a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2302.02432",
    "kind": "arxiv",
    "version": 3
  }
}