Learning And Signal Processing
Learning And Signal Processing
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Agents for Optimization
Designing RL agents that learn to navigate the complex landscapes of Combinatorial Optimization.
AI for Sustainable Power Grids
Decarbonizing the energy sector by solving complex Unit Commitment and infrastructure problems.
Fundamentals of RL & Agents
Tackling core challenges in RL such as temporal credit assignment, exploration, and scalability.
Geometric & Graph Generative AI
Developing theoretically grounded models for molecule and 3D generation.
Graph ML for Science
AI for Drug Discovery, Transcriptomics, and Biological Interaction decoding.
LLM Alignment & Exploration
Scaling Bayesian Optimization and Intrinsic Rewards to Large Language Models.