Pith Number

pith:FILZHWVB

pith:2023:FILZHWVBY3KVY7ULZJIYZOBIDA

not attested not anchored not stored refs pending

PeFLL: Personalized Federated Learning by Learning to Learn

Christoph H. Lampert, Hossein Zakerinia, Jonathan Scott

arxiv:2306.05515 v4 · 2023-06-08 · 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{FILZHWVBY3KVY7ULZJIYZOBIDA}

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

Federated Learning with Nonvacuous Generalisation Bounds

Receipt and verification

First computed	2026-07-05T10:01:30.684839Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2a1793daa1c6d55c7e8bca518cb82818249ee262dd343652a29fb762ac945b33

Aliases

arxiv: 2306.05515 · arxiv_version: 2306.05515v4 · doi: 10.48550/arxiv.2306.05515 · pith_short_12: FILZHWVBY3KV · pith_short_16: FILZHWVBY3KVY7UL · pith_short_8: FILZHWVB

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/FILZHWVBY3KVY7ULZJIYZOBIDA \
  | 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: 2a1793daa1c6d55c7e8bca518cb82818249ee262dd343652a29fb762ac945b33

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "427cd5793fc70e3684dc70cbddde0efb1f490845b2b3a6d46b26633af6abba66",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-06-08T19:12:42Z",
    "title_canon_sha256": "6558ce1be6d8fbfa9ce0fa07bc915b99510095581d278b7a4488d52047a472c7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2306.05515",
    "kind": "arxiv",
    "version": 4
  }
}