Pith Number

pith:VQW4EKFH

pith:2021:VQW4EKFHQQIU3WS2TARKTY5OIH

not attested not anchored not stored refs pending

A General Framework for the Practical Disintegration of PAC-Bayesian Bounds

Amaury Habrard (LHC), Emilie Morvant (LHC), Pascal Germain, Paul Viallard (SIERRA)

arxiv:2102.08649 v3 · 2021-02-17 · 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{VQW4EKFHQQIU3WS2TARKTY5OIH}

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

3 papers in Pith

Smoothness-Based Derandomization of PAC-Bayes Bounds

Symmetrization of Loss Functions for Robust Training of Neural Networks in the Presence of Noisy Labels

Receipt and verification

First computed	2026-07-05T06:51:16.048827Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ac2dc228a784114dda5a9822a9e3ae41d5b4f0576186b49504eec81d4a68f402

Aliases

arxiv: 2102.08649 · arxiv_version: 2102.08649v3 · doi: 10.48550/arxiv.2102.08649 · pith_short_12: VQW4EKFHQQIU · pith_short_16: VQW4EKFHQQIU3WS2 · pith_short_8: VQW4EKFH

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/VQW4EKFHQQIU3WS2TARKTY5OIH \
  | 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: ac2dc228a784114dda5a9822a9e3ae41d5b4f0576186b49504eec81d4a68f402

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "24a4d4fc40b44085d685ca2daff790c52c54dfca0291fa8e90ca44afa28c61ad",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2021-02-17T09:36:46Z",
    "title_canon_sha256": "cb9b7afcb56064565bdb6bad0cff2b24582cd3df54fdc193c856822261e438d9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2102.08649",
    "kind": "arxiv",
    "version": 3
  }
}