2 papers
cs.LG2023
How Many and Which Training Points Would Need to be Removed to Flip this Prediction?
Jinghan Yang, Sarthak Jain, Byron C. Wallace
We consider the problem of identifying a minimal subset of training data such that if the instances comprising had been removed prior to training, t…
cs.LG2023
Certified Robust Control under Adversarial Perturbations
Jinghan Yang, Hunmin Kim, Wenbin Wan +2
Autonomous systems increasingly rely on machine learning techniques to transform high-dimensional raw inputs into predictions that are then used for decision-making and control. Ho…