Trends and Challenges

• Mission Critical AI
  • Design AI systems that learn continually by interacting with a dynamic environment, while making decisions that are timely, robust, and secure
• Personalized AI
  • Design AI systems that enable personalized applications and services yet do not compromise users’ privacy and security
• AI across Organizations 
  • Design AI systems that can train on datasets owned by different organizations without compromising their confidentiality and thereby allowing AI capabilities spanning the boundaries of organizations
• ​AI demands outpacing Moore's law
  • ​Develop domain-specific architectures and software systems to address the performance needs of future AI applications in the post Moore's Law era