Program
Workshop Time: 1:30 pm - 5:30 pm, May 9, 2023
1:30 pm - 1:50 pm:
Apurva Badithela (California Institute of Technology), Tichakorn Wongpiromsarn (Iowa State University), and Richard M. Murray (California Institute of Technology):
"Evaluation Metrics of Object Detection for Quantitative System-Level Analysis of Autonomous Systems."
1:50 pm - 2:10 pm:
Kruttidipta Samal (University of Nebraska-Lincoln), Dung Hoang Tran (University of Nebraska-Lincoln), and Marilyn Wolf (University of Nebraska-Lincoln):
"Early Anomaly Detection for DNN-based Perception-driven Control."
2:10 pm - 2:30 pm:
Suraj Singireddy (University of Texas at San Antonio), Rickard Ewetz (University of Central Florida), and Sumit Kumar Jha (University of Texas at San Antonio):
"Adversarial Robustness against Perceptual Attacks"
2:30 pm - 2:50 pm:
Tim Scargill (Duke University), Majda Hadziahmetovic (Duke University), and Maria Gorlatova (Duke University)
"Invisible Textures: Comparing Machine and Human Perception of Environment Texture for Augmented Reality".
3:00 pm - 3:30 pm:
Coffee Break
3:30 pm - 4:15 pm:
Invited Keynote 1: Dimitris N. Metaxas. (Rutger University)
"Learning Interacting Dynamic Systems with Prediction using Neural Ordinary Differential Equations"
The abstract can be found here.
4:15 pm - 5:00 pm:
Invited Keynote 2: Taylor T. Johson (Vanderbilt University)
"Title: Formal Verification of Neural Networks in Autonomous Cyber-Physical Systems"
5:00 pm - 5:30 pm:
Panel Discussion