John Wawrzynek

1. AutoPhase: Juggling HLS Phase Orderings in Random Forests with Deep Reinforcement Learning
   2020/03/02 by Qijing Huang, Huang, Qijing, Ameer Haj-Ali +11 · 13 citations
   Computer Science · Physics and Astronomy · #Distributed #FOS: Computer and information sciences #Machine Learning (cs.LG) #Model Reduction and Neural Networks #Neural Networks and Applications #Parallel #Programming Languages (cs.PL) #Reinforcement Learning in Robotics #and Cluster Computing (cs.DC)
2. ProTuner: Tuning Programs with Monte Carlo Tree Search
   2020/05/27 by Ameer Haj-Ali, Hasan Genc, Haj-Ali, Ameer +12 · 1 voice · 3 citations
   Computer Science · #Advanced Image and Video Retrieval Techniques #Artificial Intelligence (cs.AI) #Distributed #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and Algorithms #Machine Learning and Data Classification #Parallel #Performance (cs.PF) #Programming Languages (cs.PL) #and Cluster Computing (cs.DC) #cs.AI #cs.DC #cs.LG #cs.PF #cs.PL
3. CoSA: Scheduling by Constrained Optimization for Spatial Accelerators
   2021/05/05 by Qijing Huang, Huang, Qijing, Minwoo Kang +13 · 9 citations
   Computer Science · Engineering · #Advanced Neural Network Applications #FOS: Computer and information sciences #Ferroelectric and Negative Capacitance Devices #Hardware Architecture (cs.AR) #Machine Learning (cs.LG) #Parallel Computing and Optimization Techniques
4. Synetgy
   2018/11/21 by Yifan Yang, Qijing Huang, Bichen Wu +8 · 1 voice · 1 citation
   Computer Science · Engineering · #Advanced Memory and Neural Computing #Advanced Neural Network Applications #Adversarial Robustness in Machine Learning #cs.AR #cs.CV
5. AutoPhase: Compiler Phase-Ordering for High Level Synthesis with Deep Reinforcement Learning
   2019/01/15 by Ameer Haj-Ali, Haj-Ali, Ameer, Qijing Huang +11 · 3 citations
   Computer Science · #Evolutionary Algorithms and Applications #FOS: Computer and information sciences #Machine Learning (cs.LG) #Parallel Computing and Optimization Techniques #Programming Languages (cs.PL) #Software Engineering Research
6. Chip Placement with Diffusion Models
   2024/07/17 by Vint Lee, Lee, Vint, Nguyen, Minh +8 · 2 citations
   Engineering · #3D IC and TSV technologies #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Hardware Architecture (cs.AR) #Machine Learning (cs.LG) #Manufacturing Process and Optimization #Nanofabrication and Lithography Techniques
7. High-Throughput SAT Sampling
   2025/02/12 by Arash Ardakani, Ardakani, Arash, Minwoo Kang +7 · 1 voice
   Computer Science · Materials Science · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning in Materials Science #cs.AI #cs.LG