3 papers
cs.MA2026
AgentSociety: Incentivizing Agentic Social Intelligence
Aditya Vema Reddy Kesari, Krishna Reddy Kesari
The success of deployed agents relies on their ability to handle open-ended user requests using their inherent capabilities, not only in solving requests directly but also in effec…
cs.LG2025
Fluid Democracy in Federated Data Aggregation
Aditya Vema Reddy Kesari, Krishna Reddy Kesari
Federated learning (FL) mechanisms typically require each client to transfer their weights to a central server, irrespective of how useful they are. In order to avoid wasteful data…
cs.LG2020
First Order Methods take Exponential Time to Converge to Global Minimizers of Non-Convex Functions
Krishna Reddy Kesari, Jean Honorio
Machine learning algorithms typically perform optimization over a class of non-convex functions. In this work, we provide bounds on the fundamental hardness of identifying the glob…