Next Step

"Next step" research focuses on improving various systems' ability to predict or generate the subsequent state or action, encompassing diverse fields like recommendation systems, machine translation, and robotics. Current efforts involve developing advanced model architectures, such as hierarchical message-passing networks, multi-stage prediction frameworks, and multimodal large language models, to enhance prediction accuracy and robustness. These advancements have significant implications for improving the efficiency and effectiveness of numerous applications, ranging from personalized recommendations and accurate medical diagnoses to more adaptable and robust robots and improved natural language processing tools.