Professor & Founding Director, Centre for Artificial Intelligence Research (CAIR), UiA | Co-Founder Anzyz Technologies | Co-Founder Tsense Intelligent Healthcare | Chair of the Technical Steering Committee Literal Labs
The future of AI is #green, #democratic, and #scientific - join us in Pittsburgh at the Third International Symposium on the Tsetlin Machine! https://lnkd.in/eXi_T-U9 The second keynote is by Dr. Dilip Vasudevan and Dr. Christoph Kirst from Lawrence Berkeley National Laboratory in California. The title of their talk is Super-conducting Tsetlin Machines and Neuromorphic Computing. Abstract: Current trends in foundational models of AI have unleashed new challenges in system design to handle new generative AI applications. These systems when scaled will lead to highly memory intensive and communication congesting challenges which current Von-Neumann architectures cannot handle efficiently, leading to highly energy consuming systems. Alternative paradigms in computing, logic, architectures and devices are needed to tackle this energy crisis. Superconducting logic based systems are one of the promising venues to develop new directions to lower the energy consumption by several orders of magnitude. In this presentation, we will take a look at recent new and promising computing paradigms developed using superconducting electronics (SCE) and their advantages towards energy efficiency and scalability. After introducing super-conducting technologies, we will present our new computing model called Super-Tsetlin, a Superconducting Tsetlin Machine designed using superconducting RSFQ technology and demonstrate some applications. We will then discuss the superconducting Temporal Design for a set of hard compute problems and their benefits. Finally, we will introduce innovative meromorphic computing frameworks for high-performance and energy efficient computations, including neuromorphic oscillator networks and their implementations and applications in superconducting technology. We will conclude with a future vision towards building energy efficient systems for foundational models for AI and neuromorphic computing paradigms. #byebyeblackboxes #logicalai #greenai #democraticai #scientificai #tsetlinmachine #istm2024 University of Agder (UiA) CAIR Centre for Artificial Intelligence Research Dilip Vasudevan Christoph Kirst
