Pith Number

pith:2HG23VRJ

pith:2024:2HG23VRJYLJOY6LEP6XMEFVOQK

not attested not anchored not stored refs pending

A PAC-Bayesian Link Between Generalisation and Flat Minima

Benjamin Guedj, Maxime Haddouche, Paul Viallard, Umut Simsekli

arxiv:2402.08508 v2 · 2024-02-13 · 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{2HG23VRJYLJOY6LEP6XMEFVOQK}

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

2 papers in Pith

Pointwise Generalization in Deep Neural Networks

Generalization at the Edge of Stability

Receipt and verification

First computed	2026-07-05T10:12:14.330178Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d1cdadd629c2d2ec79647faec216ae8286cff1373d1b835878cab74f1b8c07c0

Aliases

arxiv: 2402.08508 · arxiv_version: 2402.08508v2 · doi: 10.48550/arxiv.2402.08508 · pith_short_12: 2HG23VRJYLJO · pith_short_16: 2HG23VRJYLJOY6LE · pith_short_8: 2HG23VRJ

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/2HG23VRJYLJOY6LEP6XMEFVOQK \
  | 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: d1cdadd629c2d2ec79647faec216ae8286cff1373d1b835878cab74f1b8c07c0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "66a2b489e337a3f67abb84ebcf3f96c35c20175ce760a4552fdc6832e310489b",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2024-02-13T15:03:02Z",
    "title_canon_sha256": "db12f3b2a9ed039660b11659c6f6621f8ee4c66575d22d2edc092ad5447f55ea"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.08508",
    "kind": "arxiv",
    "version": 2
  }
}