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08/11/2023
Code Transpilation for Hardware Accelerators
DSLs and hardware accelerators have proven to be very effective in optim...
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05/10/2023
MoCA: Memory-Centric, Adaptive Execution for Multi-Tenant Deep Neural Networks
Driven by the wide adoption of deep neural networks (DNNs) across differ...
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02/27/2023
Full Stack Optimization of Transformer Inference: a Survey
Recent advances in state-of-the-art DNN architecture design have been mo...
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05/27/2020
ProTuner: Tuning Programs with Monte Carlo Tree Search
We explore applying the Monte Carlo Tree Search (MCTS) algorithm in a no...
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11/22/2019
Gemmini: An Agile Systolic Array Generator Enabling Systematic Evaluations of Deep-Learning Architectures
Advances in deep learning and neural networks have resulted in the rapid...
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06/24/2019
The Role of Compute in Autonomous Aerial Vehicles
Autonomous-mobile cyber-physical machines are part of our future. Specif...
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05/15/2019
MAVBench: Micro Aerial Vehicle Benchmarking
Unmanned Aerial Vehicles (UAVs) are getting closer to becoming ubiquitou...
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10/04/2018