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The price of joint differential privacy in linear contextual bandits

Close the gap between regret upper and lower bounds for linear contextual bandits under joint differential privacy.

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1{
2 "domain": "computer-science",
3 "topics": [
4 "learning-theory"
5 ],
6 "type": "proof",
7 "also": [
8 "algorithm"
9 ],
10 "source": {
11 "key": "colt",
12 "name": "COLT open problems",
13 "url": "https://proceedings.mlr.press/v247/azize24a.html",
14 "id": "v247/azize24a",
15 "curator": "Conference on Learning Theory (COLT)",
16 "poser": "Achraf Azize and Debabrota Basu",
17 "status": "open",
18 "as_of": "2026-10-20",
19 "catalog": "0521c19bbd38"
20 },
21 "review": true,
22 "approval": "first-time"
23}