36 citations · 77 across the 7 of their papers we have counts for
7 papers
Rethinking Numerical Representations for Deep Neural Networks
Parker Hill, Babak Zamirai, Shengshuo Lu +9
With ever-increasing computational demand for deep learning, it is critical to investigate the implications of the numeric representation and precision of DNN model weights and act…
Physical Representation-based Predicate Optimization for a Visual Analytics Database
Michael R. Anderson, Michael Cafarella, German Ros +1
Querying the content of images, video, and other non-textual data sources requires expensive content extraction methods. Modern extraction techniques are based on deep convolutiona…
Democratizing Design for Future Computing Platforms
Luis Ceze, Mark D. Hill, Karthikeyan Sankaralingam +1
Information and communications technology can continue to change our world. These advances will partially depend upon designs that synergistically combine software with specialized…
Deconstructing the Tail at Scale Effect Across Network Protocols
Akshitha Sriraman, Sihang Liu, Sinan Gunbay +2
Network latencies have become increasingly important for the performance of web servers and cloud computing platforms. Identifying network-related tail latencies and reasoning abou…
Arch2030: A Vision of Computer Architecture Research over the Next 15 Years
Luis Ceze, Mark D. Hill, Thomas F. Wenisch
Application trends, device technologies and the architecture of systems drive progress in information technologies. However, the former engines of such progress - Moore's Law and D…
21st Century Computer Architecture
Mark D. Hill, Sarita Adve, Luis Ceze +7
Because most technology and computer architecture innovations were (intentionally) invisible to higher layers, application and other software developers could reap the benefits of…
Identifying the Major Sources of Variance in Transaction Latencies: Towards More Predictable Databases
Jiamin Huang, Barzan Mozafari, Grant Schoenebeck +1
Decades of research have sought to improve transaction processing performance and scalability in database management systems (DBMSs). However, significantly less attention has been…