Research

Here is a full list of my publications, thesis and project reports.
For published articles, visit my scholar page.

Publications

A. Azize and D. Basu, Open Problem: What is the Complexity of Joint Differential Privacy in Linear Contextual Bandits? In Proc. COLT2024
A. Azize and D. Basu, How Much Does Each Datapoint Leak Your Privacy? Quantifying the Per-datum Membership Leakage. Primary version: TPDP2024 arxiv
A. Azize, M. Jourdan, A. Al Marjani, and D. Basu. On the Complexity of Differentially Private Best-Arm Identification with Fixed Confidence. Primary version: EWRL2023. In Proc. Neurips2023
A. Azize and D. Basu, Concentrated Differential Privacy for Bandits. Primary version: In EWRL2023. In Proc. IEEE@SaTML2024
A. Azize and D. Basu, Rényi Differentially Private Bandits. In PPAI@AAAI, 2023 (PDF)
A. Azize and D. Basu, When Privacy Meets Partial Information: A Refined Analysis of Differentially Private Bandits. Primary version: EWRL2022. In Proc. Neurips2022
A. Azize and O. Gaizi, Conservative Optimistic Policy Optimization via Multiple Importance Sampling, arxiv

Open Problems

Better privacy guarantees for larger groups, (PDF)

Thesis

A. Azize, Multi-Object Manipulation using Relational Reinforcement Learning, Msc Thesis, report

Project reports

A. Azize, Hard exploration for maze solving, github page, report
A. Azize and O. Gaizi, Efficiency of transmitted information in simple communicative agents, report