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Omni-sparsity DNN: Fast Sparsity Optimization for On-Device Streaming E2E ASR via Supernet



Haichuan Yang , Yuan Shangguan , Dilin Wang , Meng Li , Pierce Chuang , Xiaohui Zhang , Ganesh Venkatesh , Ozlem Kalinli , Vikas Chandra


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Noisy Training Improves E2E ASR for the Edge



Dilin Wang , Yuan Shangguan , Haichuan Yang , Pierce Chuang , Jiatong Zhou , Meng Li , Ganesh Venkatesh , Ozlem Kalinli , Vikas Chandra


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Span Pointer Networks for Non-Autoregressive Task-Oriented Semantic Parsing



Akshat Shrivastava , Pierce Chuang , Arun Babu , Shrey Desai , Abhinav Arora , Alexander Zotov , Ahmed Aly


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F-CAD: A Framework to Explore Hardware Accelerators for Codec Avatar Decoding



Xiaofan Zhang , Dawei Wang , Pierce Chuang , Shugao Ma , Deming Chen , Yuecheng Li

* Published as a conference paper at Design Automation Conference 2021 (DAC'21) 

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Improving Efficiency in Neural Network Accelerator Using Operands Hamming Distance optimization



Meng Li , Yilei Li , Pierce Chuang , Liangzhen Lai , Vikas Chandra

* 12 pages, 10 figures, 6 tables 

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