Research talk: Torchy: A tracing JIT compiler for PyTorch
This session will introduce current technologies to speed up training of machine learning models and their limitations, and it will also include a presentation of Torchy, a transparent solution to speed up PyTorch workloads through…
Panel: Blurring the gap between software and hardware in networks
Over the years we have made and continue to make investments on exerting fuller software control on traditionally opaque hardware such as switches and routers as well as on moving traditionally software functionality into hardware…
Keynote: The Future: Converging the Cloud & Telecommunications Infrastructures
The emergence of 5G has created an unexpected, unprecedented shift for telecommunications and the link between telecommunications and computing. In this talk, Victor Bahl will describe the scientific advances bringing us to where we are…
Research talk: Multidimensional analysis of cloud-native software based on large-scale operation data
Dynamic and static analysis of source code has been widely used in software development practices for purposes such as reverse engineering, design issue detection, and fault localization. Cloud-native software, which is featured by containerized and…
Research talk: SPTAG++: Fast hundreds of billions-scale vector search with millisecond response time
Current state-of-the-art vector approximate nearest neighbor search (ANNS) libraries mainly focus on how to do fast high-recall search in memory. However, extremely large-scale vector search scenarios present certain challenges. For example, hundreds of billions of…
Panel: Ecosystem resiliency for consumer goods
The consumer goods industry has been disrupted by personalization of retail, automation of the supply chain, digitization of upstream production, and changing consumer preferences on issues such as sustainability and transparency. In this session we…
Research talk: Cloud networking for a post-Moore’s Law era
Emerging cloud workloads like large-scale AI and new system drivers like hardware accelerators and resource disaggregation will require significantly higher bandwidth, lower latency and higher reliability than today’s applications. It will be very hard to…
Plenary: Industrial Research in the 21st Century
Peter Lee, CVP of Research and Incubations at Microsoft, opens Research Summit with some reflections on the curiosity that animates us as researchers, the role of computer science in advancing all the sciences, and the…
Panel: Space systems and next-generation telecommunications
00:00 Introduction The Space and Telecommunications industries are undergoing a massive transformation. With the advent of LEO satellites, powerful computing resources, and innovative sensors, satellite networks are enabling new connectivity and intelligence applications. Similarly, 5G…
Opening remarks: Cloud Intelligence/AIOps
Cloud computing platforms have become part of the basic infrastructure of the world, bringing unprecedented opportunities of digital transformation to business, society, and human life. The AIOps & Cloud Intelligence track brings together researchers from…