MLSP-L1: Adversarial Machine Learning |
| Session Type: Lecture |
| Time: Tuesday, 5 May, 16:30 - 18:30 |
| Location: On-Demand |
| Virtual Session: View on Virtual Platform |
| Session Chair: Zheng-Hua Tan, Aalborg University |
| MLSP-L1.1: HEADLESS HORSEMAN: ADVERSARIAL ATTACKS ON TRANSFER LEARNING MODELS |
| Ahmed Abdelkader; University of Maryland |
| Michael Curry; University of Maryland |
| Liam Fowl; University of Maryland |
| Tom Goldstein; University of Maryland |
| Avi Schwarzschild; University of Maryland |
| Manli Shu; University of Maryland |
| Christoph Studer; Cornell Tech |
| Chen Zhu; University of Maryland |
| MLSP-L1.2: DETECTING ADVERSARIAL ATTACKS IN TIME-SERIES DATA |
| Mubarak Abdu-Aguye; Egypt-Japan University of Science and Technology |
| Walid Gomaa; Egypt-Japan University of Science and Technology |
| Yasushi Makihara; Osaka University |
| Yasushi Yagi; Osaka University |
| MLSP-L1.3: DETECTION OF ADVERSARIAL ATTACKS AND CHARACTERIZATION OF ADVERSARIAL SUBSPACE |
| Mohammad Esmaeilpour; École de Technologie Supérieure |
| Patrick Cardinal; École de Technologie Supérieure |
| Alessandro Lameiras Koerich; École de Technologie Supérieure |
| MLSP-L1.4: ADVERSARIAL EXAMPLE DETECTION BY CLASSIFICATION FOR DEEP SPEECH RECOGNITION |
| Saeid Samizade; Aalborg University |
| Zheng-Hua Tan; Aalborg University |
| Chao Shen; Xi'an Jiaotong University |
| Xiaohong Guan; Xi'an Jiaotong University |
| MLSP-L1.5: CHARACTERIZING SPEECH ADVERSARIAL EXAMPLES USING SELF-ATTENTION U-NET ENHANCEMENT |
| Chao-Han Huck Yang; Georgia Institute of Technology |
| Jun Qi; Georgia Institute of Technology |
| Pin-Yu Chen; IBM Research |
| Xiaoli Ma; Georgia Institute of Technology |
| Chin-Hui Lee; Georgia Institute of Technology |
| MLSP-L1.6: ACTION-MANIPULATION ATTACKS ON STOCHASTIC BANDITS |
| Guanlin Liu; University of California, Davis |
| Lifeng Lai; University of California, Davis |