Pith Number

pith:QU23FSOC

pith:2021:QU23FSOCZP6XDQZXM7W47WUUFJ

not attested not anchored not stored refs pending

Learning Stochastic Majority Votes by Minimizing a PAC-Bayes Generalization Bound

Amaury Habrard, Benjamin Guedj, Emilie Morvant, Pascal Germain, Paul Viallard, R\'emi Emonet, Valentina Zantedeschi

arxiv:2106.12535 v2 · 2021-06-23 · cs.LG · stat.ME · 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{QU23FSOCZP6XDQZXM7W47WUUFJ}

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.

Receipt and verification

First computed	2026-07-05T03:23:43.210253Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8535b2c9c2cbfd71c33767edcfda942a59aea0d7eeefd22ce54f663efe835e31

Aliases

arxiv: 2106.12535 · arxiv_version: 2106.12535v2 · doi: 10.48550/arxiv.2106.12535 · pith_short_12: QU23FSOCZP6X · pith_short_16: QU23FSOCZP6XDQZX · pith_short_8: QU23FSOC

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/QU23FSOCZP6XDQZXM7W47WUUFJ \
  | 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: 8535b2c9c2cbfd71c33767edcfda942a59aea0d7eeefd22ce54f663efe835e31

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "550362cf3fe4e5f0d4df01ce9b5052a554eff2c3bf9987e90f0fd44dfb4da5e8",
    "cross_cats_sorted": [
      "stat.ME",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-06-23T16:57:23Z",
    "title_canon_sha256": "b98f02f64250e1c88714807f0f6b1f96a4b0f7a4a3ba77b009a82d792ab29f43"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2106.12535",
    "kind": "arxiv",
    "version": 2
  }
}