P Manisha
Assistant Professor, Computer Science
Indian Institute of Technology, Gandhinagar
B.Tech. (Electrical Engineering): IIT Jodhpur, 2017
Ph.D.: IIIT Hyderabad, 2023
Email: manisha.padala -AT- iitgn.ac.in
Office: 13/405C
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News and Announcements
June 2025 - Our work on "Coordinating Monetary Contributions in Participatory Budgeting" accepted for publication in JAAMAS
June 2025 - Our work on Adversarial Attacks for Compromising Group Fairness in FL accepted at CFAgentic @ ICML'25
June 2025 - Talk on Mechanisms for Crowdfunding at ICORDS 2025, Manipal
Paper titled, "Robust In-Context Learning via Multi-Armed Bandit-Based Partition" accepted at ICLR 2025 Workshop Data Problems
March 2025 - Gave an invited talk on Distributed Learning and Privacy at NWBCSM 2025, IIIT Hyderabad
Paper titled, "Tab-Shapley: Identifying Top-k Tabular Data Quality Insights" accepted at AAAI 2025
Our group looks at diverse topics at the intersection of machine learning and fairness. These include exploring different fairness measures, developing fair and private classifiers, and investigating fairness in federated settings. We also look at the problem of Fair Resource Allocation under the presence of Externalities
Mechanism Design and Deep Learning - we look at designing mechanisms to build systems that are resistant to manipulations from strategic agents. The mechanisms are designed to ensure certain efficiency and fairness criteria in different context, like auctions, crowdfunding and resource allocation
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