Kim, Jakwang
- An Optimal Transport Approach for Computing Adversarial Training Lower Bounds in Multiclass Classification
2024/01/17 by Nicolás García Trillos, Matt Jacobs, Trillos, Nicolas Garcia +5 · 2 citations
Computer Science · #Adversarial Robustness in Machine Learning #Anomaly Detection Techniques and Applications #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Optimization and Control (math.OC)
- On the existence of solutions to adversarial training in multiclass classification
2023/04/28 by Trillos, Nicolas Garcia, Jacobs, Matt, Kim, Jakwang · 1 citation
#FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Optimization and Control (math.OC)
- Statistical inference of convex order by Wasserstein projection
2024/06/05 by Kim, Jakwang, Kim, Young-Heon, Ruan, Yuanlong +1 · 1 citation
#49Q22 #62G99 #FOS: Computer and information sciences #FOS: Mathematics #Methodology (stat.ME) #Optimization and Control (math.OC) #Statistics Theory (math.ST)