Pith Number

pith:LCI6Z74L

pith:2024:LCI6Z74LIVCHU4SPYXTFZVUTWW

not attested not anchored not stored refs pending

Uniform Generalization Bounds on Data-Dependent Hypothesis Sets via PAC-Bayesian Theory on Random Sets

Benjamin Dupuis, George Deligiannidis, Paul Viallard, Umut Simsekli

arxiv:2404.17442 v2 · 2024-04-26 · 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{LCI6Z74LIVCHU4SPYXTFZVUTWW}

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

1 paper in Pith

Epistemic Artificial Intelligence is Essential for Machine Learning Models to Truly 'Know When They Do Not Know'

Receipt and verification

First computed	2026-07-05T10:11:58.511291Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5891ecff8b45447a724fc5e65cd693b58f652e615503cf6e57f684d1ba1ec8fd

Aliases

arxiv: 2404.17442 · arxiv_version: 2404.17442v2 · doi: 10.48550/arxiv.2404.17442 · pith_short_12: LCI6Z74LIVCH · pith_short_16: LCI6Z74LIVCHU4SP · pith_short_8: LCI6Z74L

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/LCI6Z74LIVCHU4SPYXTFZVUTWW \
  | 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: 5891ecff8b45447a724fc5e65cd693b58f652e615503cf6e57f684d1ba1ec8fd

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "83189fc337746f345d3412e8f47d5d97ccafdff087dd397c35360d3e5fe79263",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2024-04-26T14:28:18Z",
    "title_canon_sha256": "06bd17e55f647564ac68148ca49ff22b9c7aca529810c9cf37a3f7d604aeede5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.17442",
    "kind": "arxiv",
    "version": 2
  }
}