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DepthShrinker: A New Compression Paradigm Towards Boosting Real-Hardware Efficiency of Compact Neural Networks



Yonggan Fu , Haichuan Yang , Jiayi Yuan , Meng Li , Cheng Wan , Raghuraman Krishnamoorthi , Vikas Chandra , Yingyan Lin

* Accepted at ICML 2022 

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Streaming parallel transducer beam search with fast-slow cascaded encoders



Jay Mahadeokar , Yangyang Shi , Ke Li , Duc Le , Jiedan Zhu , Vikas Chandra , Ozlem Kalinli , Michael L Seltzer

* 5 pages, 2 figures, Interspeech 2022 submission 

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Multi-Scale High-Resolution Vision Transformer for Semantic Segmentation



Jiaqi Gu , Hyoukjun Kwon , Dilin Wang , Wei Ye , Meng Li , Yu-Hsin Chen , Liangzhen Lai , Vikas Chandra , David Z. Pan

* 8 pages 

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Low-Rank+Sparse Tensor Compression for Neural Networks



Cole Hawkins , Haichuan Yang , Meng Li , Liangzhen Lai , Vikas Chandra


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HRViT: Multi-Scale High-Resolution Vision Transformer



Jiaqi Gu , Hyoukjun Kwon , Dilin Wang , Wei Ye , Meng Li , Yu-Hsin Chen , Liangzhen Lai , Vikas Chandra , David Z. Pan

* 8 pages 

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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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Collaborative Training of Acoustic Encoders for Speech Recognition



Varun Nagaraja , Yangyang Shi , Ganesh Venkatesh , Ozlem Kalinli , Michael L. Seltzer , Vikas Chandra

* INTERSPEECH 2021 

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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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Improve Vision Transformers Training by Suppressing Over-smoothing



Chengyue Gong , Dilin Wang , Meng Li , Vikas Chandra , Qiang Liu

* preprint 

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