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Multi-Trigger-Key: Towards Multi-Task Privacy Preserving In Deep Learning


Oct 06, 2021
Ren Wang, Zhe Xu, Alfred Hero


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Bridging Unsupervised and Supervised Depth from Focus via All-in-Focus Supervision


Aug 24, 2021
Ning-Hsu Wang, Ren Wang, Yu-Lun Liu, Yu-Hao Huang, Yu-Lin Chang, Chia-Ping Chen, Kevin Jou

* ICCV 2021. Project page: https://albert100121.github.io/AiFDepthNet/ Code: https://github.com/albert100121/AiFDepthNet 

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Deep Adversarially-Enhanced k-Nearest Neighbors


Aug 15, 2021
Ren Wang, Tianqi Chen


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ASK: Adversarial Soft k-Nearest Neighbor Attack and Defense


Jun 27, 2021
Ren Wang, Tianqi Chen, Philip Yao, Sijia Liu, Indika Rajapakse, Alfred Hero


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RAILS: A Robust Adversarial Immune-inspired Learning System


Jun 27, 2021
Ren Wang, Tianqi Chen, Stephen Lindsly, Cooper Stansbury, Alnawaz Rehemtulla, Indika Rajapakse, Alfred Hero

* arXiv admin note: text overlap with arXiv:2012.10485 

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Immuno-mimetic Deep Neural Networks (Immuno-Net)


Jun 27, 2021
Ren Wang, Tianqi Chen, Stephen Lindsly, Cooper Stansbury, Indika Rajapakse, Alfred Hero


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On Fast Adversarial Robustness Adaptation in Model-Agnostic Meta-Learning


Feb 20, 2021
Ren Wang, Kaidi Xu, Sijia Liu, Pin-Yu Chen, Tsui-Wei Weng, Chuang Gan, Meng Wang


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Explorable Tone Mapping Operators


Oct 20, 2020
Chien-Chuan Su, Ren Wang, Hung-Jin Lin, Yu-Lun Liu, Chia-Ping Chen, Yu-Lin Chang, Soo-Chang Pei

* To appear in ICPR 2020 

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Learning Camera-Aware Noise Models


Aug 21, 2020
Ke-Chi Chang, Ren Wang, Hung-Jin Lin, Yu-Lun Liu, Chia-Ping Chen, Yu-Lin Chang, Hwann-Tzong Chen

* Accepted by ECCV2020 

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