Pith Number

pith:MEQIYOA5

pith:2024:MEQIYOA5DUVLBPE5LD27ZGYCNE

not attested not anchored not stored refs pending

Fairness and Privacy Guarantees in Federated Contextual Bandits

Sambhav Solanki, Shweta Jain, Sujit Gujar

arxiv:2402.03531 v1 · 2024-02-05 · 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{MEQIYOA5DUVLBPE5LD27ZGYCNE}

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 Linear Dueling Bandits

Receipt and verification

First computed	2026-07-05T07:41:53.957871Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

61208c381d1d2ab0bc9d58f5fc9b026907918731a73544bc425a32df37daa265

Aliases

arxiv: 2402.03531 · arxiv_version: 2402.03531v1 · doi: 10.48550/arxiv.2402.03531 · pith_short_12: MEQIYOA5DUVL · pith_short_16: MEQIYOA5DUVLBPE5 · pith_short_8: MEQIYOA5

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/MEQIYOA5DUVLBPE5LD27ZGYCNE \
  | 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: 61208c381d1d2ab0bc9d58f5fc9b026907918731a73544bc425a32df37daa265

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e2714e918136ab25e25a0198b21a29416870dace9e285a255f0719b3725b3325",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-05T21:38:23Z",
    "title_canon_sha256": "03e62b5c33a2a94039cb7debd80d8cd4a1e02fe8cfcb8176f032b8dfa0d40acd"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.03531",
    "kind": "arxiv",
    "version": 1
  }
}