CAD Tool Design Space Exploration via Bayesian Optimization
Ma, Yuzhe, Yu, Ziyang, Yu, Bei
Published in 2019 ACM/IEEE 1st Workshop on Machine Learning for CAD (MLCAD) (01.09.2019)
Published in 2019 ACM/IEEE 1st Workshop on Machine Learning for CAD (MLCAD) (01.09.2019)
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Conference Proceeding
Congestion-aware Global Routing using Deep Convolutional Generative Adversarial Networks
Zhou, Zhonghua, Zhu, Ziran, Chen, Jianli, Ma, Yuzhe, Yu, Bei, Ho, Tsung-Yi, Lemieux, Guy, Ivanov, Andre
Published in 2019 ACM/IEEE 1st Workshop on Machine Learning for CAD (MLCAD) (01.09.2019)
Published in 2019 ACM/IEEE 1st Workshop on Machine Learning for CAD (MLCAD) (01.09.2019)
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Conference Proceeding
Learning-Based CPU Power Modeling
Kumar, Ajay Krishna Ananda, Gerstlauer, Andreas
Published in 2019 ACM/IEEE 1st Workshop on Machine Learning for CAD (MLCAD) (01.09.2019)
Published in 2019 ACM/IEEE 1st Workshop on Machine Learning for CAD (MLCAD) (01.09.2019)
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Conference Proceeding
Adaptive FPGA Placement Optimization via Reinforcement Learning
Murray, Kevin E., Betz, Vaughn
Published in 2019 ACM/IEEE 1st Workshop on Machine Learning for CAD (MLCAD) (01.09.2019)
Published in 2019 ACM/IEEE 1st Workshop on Machine Learning for CAD (MLCAD) (01.09.2019)
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Conference Proceeding
A Reinforcement Learning-Based Framework for Solving Physical Design Routing Problem in the Absence of Large Test Sets
Gandhi, Upma, Bustany, Ismail, Swartz, William, Behjat, Laleh
Published in 2019 ACM/IEEE 1st Workshop on Machine Learning for CAD (MLCAD) (01.09.2019)
Published in 2019 ACM/IEEE 1st Workshop on Machine Learning for CAD (MLCAD) (01.09.2019)
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Conference Proceeding
Automatic Layout Generation with Applications in Machine Learning Engine Evaluation
Yang, Haoyu, Chen, Wen, Pathak, Piyush, Gennari, Frank, Lai, Ya-Chieh, Yu, Bei
Published in 2019 ACM/IEEE 1st Workshop on Machine Learning for CAD (MLCAD) (01.09.2019)
Published in 2019 ACM/IEEE 1st Workshop on Machine Learning for CAD (MLCAD) (01.09.2019)
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Conference Proceeding
Incremental Training and Group Convolution Pruning for Runtime DNN Performance Scaling on Heterogeneous Embedded Platforms
Xun, Lei, Tran-Thanh, Long, Al-Hashimi, Bashir M, Merrett, Geoff V.
Published in 2019 ACM/IEEE 1st Workshop on Machine Learning for CAD (MLCAD) (01.09.2019)
Published in 2019 ACM/IEEE 1st Workshop on Machine Learning for CAD (MLCAD) (01.09.2019)
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Conference Proceeding
Risk Analysis Based On Design Version Control Data
Gal, Raviv, Shurek, Gil, Simchoni, Giora, Ziv, Avi
Published in 2019 ACM/IEEE 1st Workshop on Machine Learning for CAD (MLCAD) (01.09.2019)
Published in 2019 ACM/IEEE 1st Workshop on Machine Learning for CAD (MLCAD) (01.09.2019)
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Conference Proceeding
A Machine Learning Framework for Multi-Objective Design Space Exploration and Optimization of Manycore Systems
Joardar, Biresh Kumar, Deshwal, Aryan, Doppa, Janardhan Rao, Pande, Partha Pratim
Published in 2019 ACM/IEEE 1st Workshop on Machine Learning for CAD (MLCAD) (01.09.2019)
Published in 2019 ACM/IEEE 1st Workshop on Machine Learning for CAD (MLCAD) (01.09.2019)
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Conference Proceeding
Run-Time Scenario-Based MPSoC Mapping Reconfiguration Using Machine Learning Models
Spieck, Jan, Wildermann, Stefan, Teich, Jurgen
Published in 2019 ACM/IEEE 1st Workshop on Machine Learning for CAD (MLCAD) (01.09.2019)
Published in 2019 ACM/IEEE 1st Workshop on Machine Learning for CAD (MLCAD) (01.09.2019)
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Conference Proceeding
Stack Usage Analysis for Efficient Wear Leveling in Non-Volatile Main Memory Systems
Hakert, Christian, Yayla, Mikail, Chen, Kuan-Hsun, von der Bruggen, Georg, Chen, Jian-Jia, Buschjager, Sebastian, Morik, Katharina, Genssler, Paul R., Bauer, Lars, Amrouch, Hussam, Henkel, Jorg
Published in 2019 ACM/IEEE 1st Workshop on Machine Learning for CAD (MLCAD) (01.09.2019)
Published in 2019 ACM/IEEE 1st Workshop on Machine Learning for CAD (MLCAD) (01.09.2019)
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Conference Proceeding
Evolving On-Chip Power Delivery through Particle Swarm Optimization
Pathak, Divya, Savidis, Ioannis
Published in 2019 ACM/IEEE 1st Workshop on Machine Learning for CAD (MLCAD) (01.09.2019)
Published in 2019 ACM/IEEE 1st Workshop on Machine Learning for CAD (MLCAD) (01.09.2019)
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Conference Proceeding
Combining Evolutionary Algorithms and Deep Learning for Hardware/Software Interface Optimization
Servadei, Lorenzo, Mosca, Edoardo, Werner, Michael, Esen, Volkan, Wille, Robert, Ecker, Wolfgang
Published in 2019 ACM/IEEE 1st Workshop on Machine Learning for CAD (MLCAD) (01.09.2019)
Published in 2019 ACM/IEEE 1st Workshop on Machine Learning for CAD (MLCAD) (01.09.2019)
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Conference Proceeding