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Gemmini: Enabling Systematic Deep-Learning Architecture Evaluation via Full-Stack Integration

by Genc, Hasan, Kim, Seah, Amid, Alon, Haj-Ali, Ameer, Iyer, Vighnesh, Prakash, Pranav, Zhao, Jerry, Grubb, Daniel, Liew, Harrison, Mao, Howard, Ou, Albert, Schmidt, Colin, Steffl, Samuel, Wright, John, Stoica, Ion, Ragan-Kelley, Jonathan, Asanovic, Krste, Nikolic, Borivoje, Shao, Yakun Sophia
Published in 2021 58th ACM/IEEE Design Automation Conference (DAC) (05.12.2021)

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Softermax: Hardware/Software Co-Design of an Efficient Softmax for Transformers

by Stevens, Jacob R., Venkatesan, Rangharajan, Dai, Steve, Khailany, Brucek, Raghunathan, Anand
Published in 2021 58th ACM/IEEE Design Automation Conference (DAC) (05.12.2021)

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TinyML: Current Progress, Research Challenges, and Future Roadmap

by Shafique, Muhammad, Theocharides, Theocharis, Reddy, Vijay Janapa, Murmann, Boris
Published in 2021 58th ACM/IEEE Design Automation Conference (DAC) (05.12.2021)

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QECOOL: On-Line Quantum Error Correction with a Superconducting Decoder for Surface Code

by Ueno, Yosuke, Kondo, Masaaki, Tanaka, Masamitsu, Suzuki, Yasunari, Tabuchi, Yutaka
Published in 2021 58th ACM/IEEE Design Automation Conference (DAC) (05.12.2021)

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CrossLight: A Cross-Layer Optimized Silicon Photonic Neural Network Accelerator

by Sunny, Febin, Mirza, Asif, Nikdast, Mahdi, Pasricha, Sudeep
Published in 2021 58th ACM/IEEE Design Automation Conference (DAC) (05.12.2021)

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NAAS: Neural Accelerator Architecture Search

by Lin, Yujun, Yang, Mengtian, Han, Song
Published in 2021 58th ACM/IEEE Design Automation Conference (DAC) (05.12.2021)

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Invited: Bambu: an Open-Source Research Framework for the High-Level Synthesis of Complex Applications

by Ferrandi, Fabrizio, Castellana, Vito Giovanni, Curzel, Serena, Fezzardi, Pietro, Fiorito, Michele, Lattuada, Marco, Minutoli, Marco, Pilato, Christian, Tumeo, Antonino
Published in 2021 58th ACM/IEEE Design Automation Conference (DAC) (05.12.2021)

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DNN-Opt: An RL Inspired Optimization for Analog Circuit Sizing using Deep Neural Networks

by Budak, Ahmet F., Bhansali, Prateek, Liu, Bo, Sun, Nan, Pan, David Z., Kashyap, Chandramouli V.
Published in 2021 58th ACM/IEEE Design Automation Conference (DAC) (05.12.2021)

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An Efficient Algorithm for Sparse Quantum State Preparation

by Gleinig, Niels, Hoefler, Torsten
Published in 2021 58th ACM/IEEE Design Automation Conference (DAC) (05.12.2021)

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DirectFuzz: Automated Test Generation for RTL Designs using Directed Graybox Fuzzing

by Canakci, Sadullah, Delshadtehrani, Leila, Eris, Furkan, Taylor, Michael Bedford, Egele, Manuel, Joshi, Ajay
Published in 2021 58th ACM/IEEE Design Automation Conference (DAC) (05.12.2021)

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GNN4IP: Graph Neural Network for Hardware Intellectual Property Piracy Detection

by Yasaei, Rozhin, Yu, Shih-Yuan, Naeini, Emad Kasaeyan, Faruque, Mohammad Abdullah Al
Published in 2021 58th ACM/IEEE Design Automation Conference (DAC) (05.12.2021)

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Dataflow Mirroring: Architectural Support for Highly Efficient Fine-Grained Spatial Multitasking on Systolic-Array NPUs

by Lee, Jounghoo, Choi, Jinwoo, Kim, Jaeyeon, Lee, Jinho, Kim, Youngsok
Published in 2021 58th ACM/IEEE Design Automation Conference (DAC) (05.12.2021)

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Invited: Drug Discovery Approaches using Quantum Machine Learning

by Li, Junde, Alam, Mahabubul, Sha, Congzhou M, Wang, Jian, Dokholyan, Nikolay V., Ghosh, Swaroop
Published in 2021 58th ACM/IEEE Design Automation Conference (DAC) (05.12.2021)

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PrefixRL: Optimization of Parallel Prefix Circuits using Deep Reinforcement Learning

by Roy, Rajarshi, Raiman, Jonathan, Kant, Neel, Elkin, Ilyas, Kirby, Robert, Siu, Michael, Oberman, Stuart, Godil, Saad, Catanzaro, Bryan
Published in 2021 58th ACM/IEEE Design Automation Conference (DAC) (05.12.2021)

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TCL: an ANN-to-SNN Conversion with Trainable Clipping Layers

by Ho, Nguyen-Dong, Chang, Ik-Joon
Published in 2021 58th ACM/IEEE Design Automation Conference (DAC) (05.12.2021)

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Universal Symmetry Constraint Extraction for Analog and Mixed-Signal Circuits with Graph Neural Networks

by Chen, Hao, Zhu, Keren, Liu, Mingjie, Tang, Xiyuan, Sun, Nan, Pan, David Z.
Published in 2021 58th ACM/IEEE Design Automation Conference (DAC) (05.12.2021)

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FALCON Down: Breaking FALCON Post-Quantum Signature Scheme through Side-Channel Attacks

by Karabulut, Emre, Aysu, Aydin
Published in 2021 58th ACM/IEEE Design Automation Conference (DAC) (05.12.2021)

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Designing a 2048-Chiplet, 14336-Core Waferscale Processor

by Pal, Saptadeep, Liu, Jingyang, Alam, Irina, Cebry, Nicholas, Suhail, Haris, Bu, Shi, Iyer, Subramanian S., Pamarti, Sudhakar, Kumar, Rakesh, Gupta, Puneet
Published in 2021 58th ACM/IEEE Design Automation Conference (DAC) (05.12.2021)

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A Unified DNN Weight Pruning Framework Using Reweighted Optimization Methods

by Zhang, Tianyun, Ma, Xiaolong, Zhan, Zheng, Zhou, Shanglin, Ding, Caiwen, Fardad, Makan, Wang, Yanzhi
Published in 2021 58th ACM/IEEE Design Automation Conference (DAC) (05.12.2021)

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Helios: Heterogeneity-Aware Federated Learning with Dynamically Balanced Collaboration

by Xu, Zirui, Yu, Fuxun, Xiong, Jinjun, Chen, Xiang
Published in 2021 58th ACM/IEEE Design Automation Conference (DAC) (05.12.2021)

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