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Pith Number

pith:54267PMJ

pith:2018:54267PMJVQYGX6I7AD55U4FZ4V
not attested not anchored not stored refs pending

PAC-Bayes bounds for stable algorithms with instance-dependent priors

Csaba Szepesvari, Emilio Parrado-Hernandez, John Shawe-Taylor, Omar Rivasplata, Shiliang Sun

arxiv:1806.06827 v2 · 2018-06-18 · stat.ML · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{54267PMJVQYGX6I7AD55U4FZ4V}

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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.
Receipt and verification
First computed 2026-05-18T00:06:50.599485Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

ef35efbd89ac306bf91f00fbda70b9e569bc7dc044a7f78dc6d5d1c64fbd52a5

Aliases

arxiv: 1806.06827 · arxiv_version: 1806.06827v2 · doi: 10.48550/arxiv.1806.06827 · pith_short_12: 54267PMJVQYG · pith_short_16: 54267PMJVQYGX6I7 · pith_short_8: 54267PMJ
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/54267PMJVQYGX6I7AD55U4FZ4V \
  | 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: ef35efbd89ac306bf91f00fbda70b9e569bc7dc044a7f78dc6d5d1c64fbd52a5
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "9cb98d10a9307159d8960f56926bd75d9dbd1707dff4b8758732208f511303aa",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2018-06-18T17:04:04Z",
    "title_canon_sha256": "667038f77f58af68d8ce499c6dd75b7434f4d555998aed8b71039bb8f1bda529"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1806.06827",
    "kind": "arxiv",
    "version": 2
  }
}