Futa Waseda

1. Rethinking Invariance Regularization in Adversarial Training to Improve Robustness-Accuracy Trade-off
   2024/02/22 by Futa Waseda, Waseda, Futa, Chang, Ching-Chun +1 · 2 citations
   Computer Science · Engineering · #Adversarial Robustness in Machine Learning #Anomaly Detection Techniques and Applications #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Fault Detection and Control Systems #Machine Learning (cs.LG)
2. Quality Text, Robust Vision: The Role of Language in Enhancing Visual Robustness of Vision-Language Models
   2025/07/22 by Futa Waseda, Waseda, Futa, Saku Sugawara +3 · 1 citation
   Psychology · #Safety Warnings and Signage
3. Semantic Color Naturalness Breaker: Preventing Illegitimate Colorization via Content-Aware Color Priors
   2026/07/20 by Yuki Nii, Futa Waseda, Ching-Chun Chang +1
   #cs.CV #cs.LG