Pith Number

pith:YYBRQPWV

pith:2019:YYBRQPWV75CHJIMI3YIM37O2IC

not attested not anchored not stored refs pending

A Primer on PAC-Bayesian Learning

Benjamin Guedj

arxiv:1901.05353 v3 · 2019-01-16 · stat.ML · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{YYBRQPWV75CHJIMI3YIM37O2IC}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

8 papers in Pith

Hierarchical Bayes meets hierarchical forecasting: A flexible framework for level-focused forecasts

PAC-Bayesian Certificates for Quadratic Closed-Loop Control

Selective Safety Steering via Value-Filtered Decoding

Rashomon-Seeded Annealing for Robust Bayesian Inference in Factorial Designs

How Far Can Sharpness and Complexity Jointly Explain Generalization?

Receipt and verification

First computed	2026-07-05T00:38:31.950305Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c603183ed5ff4474a188de10cdfdda40be24b4c7a394ac8df63a26c1ca0782c9

Aliases

arxiv: 1901.05353 · arxiv_version: 1901.05353v3 · doi: 10.48550/arxiv.1901.05353 · pith_short_12: YYBRQPWV75CH · pith_short_16: YYBRQPWV75CHJIMI · pith_short_8: YYBRQPWV

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/YYBRQPWV75CHJIMI3YIM37O2IC \
  | 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: c603183ed5ff4474a188de10cdfdda40be24b4c7a394ac8df63a26c1ca0782c9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d767571a986fe57067ee519dc3c5f4f94cf7ff8aadfaf50d0544db3ee9b1ada1",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2019-01-16T15:47:51Z",
    "title_canon_sha256": "9215df6ebb7a1922191d82dde24510387504a6bd8b31835c7d6dcb828f3d26e8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1901.05353",
    "kind": "arxiv",
    "version": 3
  }
}