Pith Number

pith:SF62XDJH

pith:2022:SF62XDJHRSSVP4V2FOLZBOQ3BG

not attested not anchored not stored refs pending

Communication Efficient Federated Learning for Generalized Linear Bandits

Chuanhao Li, Hongning Wang

arxiv:2202.01087 v2 · 2022-02-02 · 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{SF62XDJHRSSVP4V2FOLZBOQ3BG}

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

When Determinants Are Not Enough: Private Rare Switching

Receipt and verification

First computed	2026-07-05T05:06:09.778477Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

917dab8d278ca557f2ba2b9790ba1b09b2de6e6f871b9f694774219123ad8740

Aliases

arxiv: 2202.01087 · arxiv_version: 2202.01087v2 · doi: 10.48550/arxiv.2202.01087 · pith_short_12: SF62XDJHRSSV · pith_short_16: SF62XDJHRSSVP4V2 · pith_short_8: SF62XDJH

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/SF62XDJHRSSVP4V2FOLZBOQ3BG \
  | 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: 917dab8d278ca557f2ba2b9790ba1b09b2de6e6f871b9f694774219123ad8740

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cec7fed0c5f2be23cb4922aa3ce1370dc4af9f567447963aded83a279ea8d952",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-02-02T15:31:45Z",
    "title_canon_sha256": "d14e747a98e87457d016434bdf37e9c80d42bb3467be82792e6f332c1726c071"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2202.01087",
    "kind": "arxiv",
    "version": 2
  }
}