DSpace@MIT

To collaborate safely and intelligently with humans, robots must infer high-level semantic sates, such as intentions or interaction modes, from uncertain sensor input. While dynamic, probabilistic mode estimation is commonly ...

As modern machine learning systems grow in scale, the inefficiencies of training on large, noisy, and imbalanced datasets have become increasingly pronounced—particularly in computer vision, where real-world data often ...