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Interpreting Robustness Proofs of Deep Neural Networks


Jan 31, 2023
Debangshu Banerjee, Avaljot Singh, Gagandeep Singh

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TargetCall: Eliminating the Wasted Computation in Basecalling via Pre-Basecalling Filtering


Dec 09, 2022
Meryem Banu Cavlak, Gagandeep Singh, Mohammed Alser, Can Firtina, Jo毛l Lindegger, Mohammad Sadrosadati, Nika Mansouri Ghiasi, Can Alkan, Onur Mutlu

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LEAPER: Modeling Cloud FPGA-based Systems via Transfer Learning


Aug 22, 2022
Gagandeep Singh, Dionysios Diamantopoulos, Juan G贸mez-Luna, Sander Stuijk, Henk Corporaal, Onur Mutlu

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Training Certifiably Robust Neural Networks Against Semantic Perturbations


Jul 22, 2022
Rem Yang, Jacob Laurel, Sasa Misailovic, Gagandeep Singh

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Learning Topological Interactions for Multi-Class Medical Image Segmentation


Jul 20, 2022
Saumya Gupta, Xiaoling Hu, James Kaan, Michael Jin, Mutshipay Mpoy, Katherine Chung, Gagandeep Singh, Mary Saltz, Tahsin Kurc, Joel Saltz, Apostolos Tassiopoulos, Prateek Prasanna, Chao Chen

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* Accepted to ECCV 2022 (Oral); 32 pages, 19 figures 

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An Experimental Evaluation of Machine Learning Training on a Real Processing-in-Memory System


Jul 16, 2022
Juan G贸mez-Luna, Yuxin Guo, Sylvan Brocard, Julien Legriel, Remy Cimadomo, Geraldo F. Oliveira, Gagandeep Singh, Onur Mutlu

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Robust Universal Adversarial Perturbations


Jun 22, 2022
Changming Xu, Gagandeep Singh

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* 16 pages, 3 figures 

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Machine Learning Training on a Real Processing-in-Memory System


Jun 13, 2022
Juan G贸mez-Luna, Yuxin Guo, Sylvan Brocard, Julien Legriel, Remy Cimadomo, Geraldo F. Oliveira, Gagandeep Singh, Onur Mutlu

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* This extended abstract appears as an invited paper at the 2022 IEEE Computer Society Annual Symposium on VLSI (ISVLSI) 

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Efficient Reward Poisoning Attacks on Online Deep Reinforcement Learning


May 30, 2022
Yinglun Xu, Qi Zeng, Gagandeep Singh

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Sibyl: Adaptive and Extensible Data Placement in Hybrid Storage Systems Using Online Reinforcement Learning


May 15, 2022
Gagandeep Singh, Rakesh Nadig, Jisung Park, Rahul Bera, Nastaran Hajinazar, David Novo, Juan G贸mez-Luna, Sander Stuijk, Henk Corporaal, Onur Mutlu

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