Pith Number

pith:MDNCOIHI

pith:2021:MDNCOIHICUSMIURFM2OVQW4C64

not attested not anchored not stored refs pending

User-friendly introduction to PAC-Bayes bounds

Pierre Alquier

arxiv:2110.11216 v6 · 2021-10-21 · stat.ML · cs.LG · math.ST · stat.TH

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{MDNCOIHICUSMIURFM2OVQW4C64}

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

12 papers in Pith

On the Limits of Prompt-Conditioned Language Models as General-Purpose Learners

Aggregation with Exponential Weights is Optimal in Expectation

PAC-Bayesian Certificates for Quadratic Closed-Loop Control

Sample Complexity of Scientific Discovery: PAC Learnability of Compositional Function Trees

Towards the Connection between Activation Sparsity and Flat Minima

Receipt and verification

First computed	2026-07-05T10:21:14.960801Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

60da2720e81524c45225669d585b82f71e4a053d50bc8246828155695f1f0e5e

Aliases

arxiv: 2110.11216 · arxiv_version: 2110.11216v6 · doi: 10.48550/arxiv.2110.11216 · pith_short_12: MDNCOIHICUSM · pith_short_16: MDNCOIHICUSMIURF · pith_short_8: MDNCOIHI

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/MDNCOIHICUSMIURFM2OVQW4C64 \
  | 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: 60da2720e81524c45225669d585b82f71e4a053d50bc8246828155695f1f0e5e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b35c8fdd8e151ff4be171571746e6096e23b6b213de06d9dd42d384191202449",
    "cross_cats_sorted": [
      "cs.LG",
      "math.ST",
      "stat.TH"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2021-10-21T15:50:05Z",
    "title_canon_sha256": "6f7680265018a467d8debd5f6ac687d0aca9a4ec6c69fb622ee9cdddfa3d2835"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2110.11216",
    "kind": "arxiv",
    "version": 6
  }
}