MLSP-39: Adversarial Machine Learning |
| Session Type: Poster |
| Time: Friday, 11 June, 11:30 - 12:15 |
| Location: Gather.Town |
| Virtual Session: View on Virtual Platform |
| Session Chair: George Atia, University of Central Florida
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MLSP-39.1: ADVERSARIAL LEARNING VIA PROBABILISTIC PROXIMITY ANALYSIS |
| Jarrod Hollis; Oregon State University |
| Jinsub Kim; Oregon State University |
| Raviv Raich; Oregon State University |
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MLSP-39.2: CLASS AWARE ROBUST TRAINING |
| Zhikang Xia; Tsinghua Shenzhen International Graduate School, Tsinghua University |
| Bin Chen; Tsinghua Shenzhen International Graduate School, Tsinghua University |
| Tao Dai; Tsinghua Shenzhen International Graduate School, Tsinghua University |
| Shutao Xia; Tsinghua Shenzhen International Graduate School, Tsinghua University |
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MLSP-39.3: NON-SINGULAR ADVERSARIAL ROBUSTNESS OF NEURAL NETWORKS |
| Yu-Lin Tsai; National Chiao Tung University |
| Chia-Yi Hsu; National Chiao Tung University |
| Chia-Mu Yu; National Chiao Tung University |
| Pin-Yu Chen; IBM Research |
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MLSP-39.4: TOWARDS ADVERSARIAL ROBUSTNESS VIA COMPACT FEATURE REPRESENTATIONS |
| Muhammad Shah; Carnegie Mellon University |
| Raphael Olivier; Carnegie Mellon University |
| Bhiksha Raj; Carnegie Mellon University |
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MLSP-39.5: ADVERSARIAL EXAMPLES DETECTION BEYOND IMAGE SPACE |
| Kejiang Chen; University of Science and Technology of China |
| Yuefeng Chen; Alibaba group |
| Hang Zhou; University of Science and Technology of China |
| Chuan Qin; University of Science and Technology of China |
| Xiaofeng Mao; Alibaba group |
| Weiming Zhang; University of Science and Technology of China |
| NengHai Yu; University of Science and Technology of China |
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MLSP-39.6: STRONG DATA AUGMENTATION SANITIZES POISONING AND BACKDOOR ATTACKS WITHOUT AN ACCURACY TRADEOFF |
| Eitan Borgnia; University of Maryland, College Park |
| Valeriia Cherepanova; University of Maryland, College Park |
| Liam Fowl; University of Maryland, College Park |
| Amin Ghiasi; University of Maryland, College Park |
| Jonas Geiping; University of Siegen |
| Micah Goldblum; University of Maryland, College Park |
| Tom Goldstein; University of Maryland, College Park |
| Arjun Gupta; University of Maryland, College Park |
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