1.5k citations
- Rice UniversityUS7 papers
- Xilinx (Ireland)IE5 papers
- Cornell UniversityUS3 papers
- Norwegian University of Science and TechnologyNO3 papers
- The University of SydneyAU2 papers
- Amazon (Germany)DE1 paper
- Atlanta Technical CollegeUS1 paper
- Chinese Academy of SciencesCN1 paper
- Delft University of TechnologyNL1 paper
- École Polytechnique Fédérale de LausanneCH1 paper
- Imperial College LondonGB1 paper
- KU LeuvenBE1 paper
5 papers · 1 filter
Comparison of Different Methods for Time Sequence Prediction in Autonomous Vehicles
Teng Liu, Bin Tian, Yunfeng Ai +3
As a combination of various kinds of technologies, autonomous vehicles could complete a series of driving tasks by itself, such as perception, decision-making, planning, and contro…
Compiler Directed Speculative Intermittent Computation
Jongouk Choi, Qingrui Liu, Changhee Jung
This paper presents CoSpec, a new architecture/compiler co-design scheme that works for commodity in-order processors used in energy-harvesting systems. To achieve crash consistenc…
Vyasa: A High-Performance Vectorizing Compiler for Tensor Convolutions on the Xilinx AI Engine
Prasanth Chatarasi, Stephen Neuendorffer, Samuel Bayliss +2
Xilinx's AI Engine is a recent industry example of energy-efficient vector processing that includes novel support for 2D SIMD datapaths and shuffle interconnection network. The cur…
Evolutionary Bin Packing for Memory-Efficient Dataflow Inference Acceleration on FPGA
Mairin Kroes, Lucian Petrica, Sorin Cotofana +1
Convolutional neural network (CNN) dataflow inference accelerators implemented in Field Programmable Gate Arrays (FPGAs) have demonstrated increased energy efficiency and lower lat…
Learning Accurate Integer Transformer Machine-Translation Models
Ephrem Wu
We describe a method for training accurate Transformer machine-translation models to run inference using 8-bit integer (INT8) hardware matrix multipliers, as opposed to the more co…