Pith Number

pith:4SLUT6SW

pith:2020:4SLUT6SWJRTCJT5S7R4NY3W6L2

not attested not anchored not stored refs pending

PAC-Bayes Analysis Beyond the Usual Bounds

Csaba Szepesvari, Ilja Kuzborskij, John Shawe-Taylor, Omar Rivasplata

arxiv:2006.13057 v3 · 2020-06-23 · stat.ML · cs.LG · stat.AP

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{4SLUT6SWJRTCJT5S7R4NY3W6L2}

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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

Smoothness-Based Derandomization of PAC-Bayes Bounds

Receipt and verification

First computed	2026-07-05T02:02:04.216784Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e49749fa564c6624cfb2fc78dc6ede5e97bce3f4e60336d2f9a64199dc679f31

Aliases

arxiv: 2006.13057 · arxiv_version: 2006.13057v3 · doi: 10.48550/arxiv.2006.13057 · pith_short_12: 4SLUT6SWJRTC · pith_short_16: 4SLUT6SWJRTCJT5S · pith_short_8: 4SLUT6SW

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/4SLUT6SWJRTCJT5S7R4NY3W6L2 \
  | 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: e49749fa564c6624cfb2fc78dc6ede5e97bce3f4e60336d2f9a64199dc679f31

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f491d379919095b45b47b3aff0519855ae3a97f378100e539cd91e646dc7d776",
    "cross_cats_sorted": [
      "cs.LG",
      "stat.AP"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2020-06-23T14:30:24Z",
    "title_canon_sha256": "ffbb7e59ef361528d044ecd290046a183573822627069fd169bdb830843bbf06"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2006.13057",
    "kind": "arxiv",
    "version": 3
  }
}