The properties of a molecular mixture—the scent of a perfume, the thermodynamic behavior of a solvent blend—emerge from cross-molecule atomic interactions, not from whole-molecule properties alone. Yet dominant machine learning paradigms encode mixture components as independent m…
In real-world applications, node classification on graphs often faces the challenge of class imbalance, where majority classes dominate training, resulting in biased model performance. Traditional GNNs often struggle in such scenarios, as they tend to overfit to majority classes…
Automatic speech recognition (ASR) has become a critical component of modern robotic systems because it is one of the most natural and intuitive ways for humans to interact with robots. A commonly used method is to directly use API services online. But is that all we can do? This…