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Width Transfer: On the (In)variance of Width Optimization


Apr 24, 2021
Ting-Wu Chin, Diana Marculescu, Ari S. Morcos

* Full paper accepted at CVPR Workshops 2021; a 4-page abridged version is accepted at ICLR 2021 NAS Workshop 

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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) 

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PareCO: Pareto-aware Channel Optimization for Slimmable Neural Networks


Jul 23, 2020
Ting-Wu Chin, Ari S. Morcos, Diana Marculescu

* preprint, 4-page abridged versions have been accepted at non-archival venues including RealML and DMMLSys workshops at ICML'20 and DLP-KDD and AdvML workshops at KDD'20 

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Improving the Adversarial Robustness of Transfer Learning via Noisy Feature Distillation


Feb 07, 2020
Ting-Wu Chin, Cha Zhang, Diana Marculescu

* Preprint 

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LeGR: Filter Pruning via Learned Global Ranking


Apr 28, 2019
Ting-Wu Chin, Ruizhou Ding, Cha Zhang, Diana Marculescu

* 8 pages, 5 figures, 2 tables 

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FLightNNs: Lightweight Quantized Deep Neural Networks for Fast and Accurate Inference


Apr 05, 2019
Ruizhou Ding, Zeye Liu, Ting-Wu Chin, Diana Marculescu, R. D., Blanton


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Regularizing Activation Distribution for Training Binarized Deep Networks


Apr 04, 2019
Ruizhou Ding, Ting-Wu Chin, Zeye Liu, Diana Marculescu


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AdaScale: Towards Real-time Video Object Detection Using Adaptive Scaling


Feb 08, 2019
Ting-Wu Chin, Ruizhou Ding, Diana Marculescu

* Accepted to SysML 2019 (http://www.sysml.cc/) as oral contribution 

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Understanding the Impact of Label Granularity on CNN-based Image Classification


Jan 21, 2019
Zhuo Chen, Ruizhou Ding, Ting-Wu Chin, Diana Marculescu

* 10 pages. Accepted at DSBDA with ICDM 

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Layer-compensated Pruning for Resource-constrained Convolutional Neural Networks


Oct 18, 2018
Ting-Wu Chin, Cha Zhang, Diana Marculescu

* 11 pages, 8 figures, work in progress 

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Domain Specific Approximation for Object Detection


Oct 04, 2018
Ting-Wu Chin, Chia-Lin Yu, Matthew Halpern, Hasan Genc, Shiao-Li Tsao, Vijay Janapa Reddi

* T. Chin, C. Yu, M. Halpern, H. Genc, S. Tsao and V. J. Reddi, "Domain-Specific Approximation for Object Detection," in IEEE Micro, vol. 38, no. 1, pp. 31-40, January/February 2018 
* 6 pages, 6 figures. Published in IEEE Micro, vol. 38, no. 1, pp. 31-40, January/February 2018 

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Designing Adaptive Neural Networks for Energy-Constrained Image Classification


Aug 07, 2018
Dimitrios Stamoulis, Ting-Wu Chin, Anand Krishnan Prakash, Haocheng Fang, Sribhuvan Sajja, Mitchell Bognar, Diana Marculescu

* This conference paper will appear in the proceedings of ICCAD 2018 

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