Research

Past Projects Patents Publications Funding Agencies

Current Projects

Learning Algorithms and Optimization

  1. Bio-inspired Machine Learning Algorithms
    1. Spiking Neural Networks
    2. Bio-inspired Active Vision for Multimodal Foundation Models
    3. Local Learning
  2. Continual Learning and Unlearning
  3. AI for Robotics
    1. Perception
    2. Control and Planning
  4. Video Processing Algorithms
  5. Trustworthy AI
    1. Privacy
    2. Robustness
    3. Distributed Learning
    4. Dataset Attribution
  6. Generative AI
    1. Large Language Models
    2. Diffusion Models
    3. Vision-Language Models

AI Hardware

  1. Compute-In-Memory and Compute-Near-Memory (CIM and CNM)
  2. Neuro-mimetic devices
  3. Co-designing Algorithm and Hardware
    1. System Technology Co-design (STCO)
    2. Device Technology Co-design (DTCO)
  4. Hardware for Combinatorial Optimization
  5. AI for Hardware Design

Click on the expansion arrows in each section to read the publication abstracts.