Pith Number

pith:PQ2NDQA7

pith:2023:PQ2NDQA7UKWS75SBN3QDRKTHXF

not attested not anchored not stored refs pending

Federated Learning with Nonvacuous Generalisation Bounds

Benjamin Guedj, Maxime Haddouche, Pierre Jobic

arxiv:2310.11203 v2 · 2023-10-17 · cs.LG · 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{PQ2NDQA7UKWS75SBN3QDRKTHXF}

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	2026-05-20T01:04:48.375220Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7c34d1c01fa2ad2ff6416ee038aa67b97fabe8e93d293913294823266ebd23e0

Aliases

arxiv: 2310.11203 · arxiv_version: 2310.11203v2 · doi: 10.48550/arxiv.2310.11203 · pith_short_12: PQ2NDQA7UKWS · pith_short_16: PQ2NDQA7UKWS75SB · pith_short_8: PQ2NDQA7

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/PQ2NDQA7UKWS75SBN3QDRKTHXF \
  | 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: 7c34d1c01fa2ad2ff6416ee038aa67b97fabe8e93d293913294823266ebd23e0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "754ec881303a0eca7258cb6b13dee4f3f3220708b921ce1c50546b691dbc2b61",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-10-17T12:29:29Z",
    "title_canon_sha256": "4c308e85d055d8efdccc64c727285dc7014b3b05bd3853be138a828cbf45cf77"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.11203",
    "kind": "arxiv",
    "version": 2
  }
}