Get our free extension to see links to code for papers anywhere online!

Chrome logo Add to Chrome

Firefox logo Add to Firefox

Picture for Vikas Chandra

Collaborative Training of Acoustic Encoders for Speech Recognition


Jul 13, 2021
Varun Nagaraja, Yangyang Shi, Ganesh Venkatesh, Ozlem Kalinli, Michael L. Seltzer, Vikas Chandra

* INTERSPEECH 2021 

  Access Paper or Ask Questions

Noisy Training Improves E2E ASR for the Edge


Jul 09, 2021
Dilin Wang, Yuan Shangguan, Haichuan Yang, Pierce Chuang, Jiatong Zhou, Meng Li, Ganesh Venkatesh, Ozlem Kalinli, Vikas Chandra


  Access Paper or Ask Questions

Improve Vision Transformers Training by Suppressing Over-smoothing


Apr 26, 2021
Chengyue Gong, Dilin Wang, Meng Li, Vikas Chandra, Qiang Liu

* preprint 

  Access Paper or Ask Questions

Feature-Align Network with Knowledge Distillation for Efficient Denoising


Mar 18, 2021
Lucas D. Young, Fitsum A. Reda, Rakesh Ranjan, Jon Morton, Jun Hu, Yazhu Ling, Xiaoyu Xiang, David Liu, Vikas Chandra


  Access Paper or Ask Questions

Feature-Align Network and Knowledge Distillation for Efficient Denoising


Mar 02, 2021
Lucas D. Young, Fitsum A. Reda, Rakesh Ranjan, Jon Morton, Jun Hu, Yazhu Ling, Xiaoyu Xiang, David Liu, Vikas Chandra


  Access Paper or Ask Questions

Mind Mappings: Enabling Efficient Algorithm-Accelerator Mapping Space Search


Mar 02, 2021
Kartik Hegde, Po-An Tsai, Sitao Huang, Vikas Chandra, Angshuman Parashar, Christopher W. Fletcher

* Appears in the proceedings of the 26th ACM International Conference on Architectural Support for Programming Languages and Operating Systems (ASPLOS '21), April 19-23, 2021, Virtual, USA 

  Access Paper or Ask Questions

Memory-efficient Speech Recognition on Smart Devices


Feb 23, 2021
Ganesh Venkatesh, Alagappan Valliappan, Jay Mahadeokar, Yuan Shangguan, Christian Fuegen, Michael L. Seltzer, Vikas Chandra

* ICASSP 2021 

  Access Paper or Ask Questions

AlphaNet: Improved Training of Supernet with Alpha-Divergence


Feb 16, 2021
Dilin Wang, Chengyue Gong, Meng Li, Qiang Liu, Vikas Chandra


  Access Paper or Ask Questions

CPT: Efficient Deep Neural Network Training via Cyclic Precision


Jan 25, 2021
Yonggan Fu, Han Guo, Meng Li, Xin Yang, Yining Ding, Vikas Chandra, Yingyan Lin

* Accepted at ICLR 2021 (Spotlight) 

  Access Paper or Ask Questions

EVRNet: Efficient Video Restoration on Edge Devices


Dec 03, 2020
Sachin Mehta, Amit Kumar, Fitsum Reda, Varun Nasery, Vikram Mulukutla, Rakesh Ranjan, Vikas Chandra

* Technical report 

  Access Paper or Ask Questions

ScaleNAS: One-Shot Learning of Scale-Aware Representations for Visual Recognition


Nov 30, 2020
Hsin-Pai Cheng, Feng Liang, Meng Li, Bowen Cheng, Feng Yan, Hai Li, Vikas Chandra, Yiran Chen


  Access Paper or Ask Questions

Can Temporal Information Help with Contrastive Self-Supervised Learning?


Nov 25, 2020
Yutong Bai, Haoqi Fan, Ishan Misra, Ganesh Venkatesh, Yongyi Lu, Yuyin Zhou, Qihang Yu, Vikas Chandra, Alan Yuille


  Access Paper or Ask Questions

KeepAugment: A Simple Information-Preserving Data Augmentation Approach


Nov 23, 2020
Chengyue Gong, Dilin Wang, Meng Li, Vikas Chandra, Qiang Liu


  Access Paper or Ask Questions

AttentiveNAS: Improving Neural Architecture Search via Attentive Sampling


Nov 18, 2020
Dilin Wang, Meng Li, Chengyue Gong, Vikas Chandra


  Access Paper or Ask Questions

DNA: Differentiable Network-Accelerator Co-Search


Oct 28, 2020
Yongan Zhang, Yonggan Fu, Weiwen Jiang, Chaojian Li, Haoran You, Meng Li, Vikas Chandra, Yingyan Lin


  Access Paper or Ask Questions

One Weight Bitwidth to Rule Them All


Aug 28, 2020
Ting-Wu Chin, Pierce I-Jen Chuang, Vikas Chandra, Diana Marculescu

* Accepted at ECCV 2020 Embedded Vision Workshop (Best paper) 

  Access Paper or Ask Questions

NASGEM: Neural Architecture Search via Graph Embedding Method


Jul 08, 2020
Hsin-Pai Cheng, Tunhou Zhang, Shiyu Li, Feng Yan, Meng Li, Vikas Chandra, Hai Li, Yiran Chen


  Access Paper or Ask Questions

Improving Efficiency in Neural Network Accelerator Using Operands Hamming Distance optimization


Feb 13, 2020
Meng Li, Yilei Li, Pierce Chuang, Liangzhen Lai, Vikas Chandra

* 12 pages, 10 figures, 6 tables 

  Access Paper or Ask Questions

Co-Exploration of Neural Architectures and Heterogeneous ASIC Accelerator Designs Targeting Multiple Tasks


Feb 10, 2020
Lei Yang, Zheyu Yan, Meng Li, Hyoukjun Kwon, Liangzhen Lai, Tushar Krishna, Vikas Chandra, Weiwen Jiang, Yiyu Shi

* Accepted by DAC'20 

  Access Paper or Ask Questions

Energy-Aware Neural Architecture Optimization with Fast Splitting Steepest Descent


Oct 07, 2019
Dilin Wang, Meng Li, Lemeng Wu, Vikas Chandra, Qiang Liu


  Access Paper or Ask Questions

Federated Learning with Non-IID Data


Jun 02, 2018
Yue Zhao, Meng Li, Liangzhen Lai, Naveen Suda, Damon Civin, Vikas Chandra


  Access Paper or Ask Questions

Bit Fusion: Bit-Level Dynamically Composable Architecture for Accelerating Deep Neural Networks


May 30, 2018
Hardik Sharma, Jongse Park, Naveen Suda, Liangzhen Lai, Benson Chau, Joon Kyung Kim, Vikas Chandra, Hadi Esmaeilzadeh


  Access Paper or Ask Questions

Hello Edge: Keyword Spotting on Microcontrollers


Feb 14, 2018
Yundong Zhang, Naveen Suda, Liangzhen Lai, Vikas Chandra

* Code available in github at https://github.com/ARM-software/ML-KWS-for-MCU 

  Access Paper or Ask Questions

Not All Ops Are Created Equal!


Jan 29, 2018
Liangzhen Lai, Naveen Suda, Vikas Chandra

* Accepted at SysML Conference 2018 

  Access Paper or Ask Questions

CMSIS-NN: Efficient Neural Network Kernels for Arm Cortex-M CPUs


Jan 19, 2018
Liangzhen Lai, Naveen Suda, Vikas Chandra


  Access Paper or Ask Questions

PrivyNet: A Flexible Framework for Privacy-Preserving Deep Neural Network Training


Jan 12, 2018
Meng Li, Liangzhen Lai, Naveen Suda, Vikas Chandra, David Z. Pan

* 20 pages, 25 figures 

  Access Paper or Ask Questions

Deep Convolutional Neural Network Inference with Floating-point Weights and Fixed-point Activations


Mar 08, 2017
Liangzhen Lai, Naveen Suda, Vikas Chandra


  Access Paper or Ask Questions