Regular biography
Anji LIU is a NUS Presidential Young Professor at the National University of Singapore, Department of Computer Science. Her research areas include Artificial Intelligence, Knowledge Representation & Reasoning, Decision Making & Planning, and Machine Learning. Her research interests focus on Deep Generative Models, Tractable Inference & Reasoning, Tractable Probabilistic Models, Controllable Generation & Constraints. She holds a Ph.D. in Computer Science from the University of California, Los Angeles, USA, awarded in 2025. Her work explores innovative approaches to generative AI and reasoning with intelligence.
Scholar-generated biography
Anji Liu is an Assistant Professor at the National University of Singapore, specializing in Machine Learning, Generative Models, and Probabilistic Circuits. Her research focuses on developing advanced methods for multi-task agents, open-world reasoning, and tractable probabilistic inference. Liu's work includes interactive planning with large language models, proactive cooperative agents, and memory-augmented multimodal systems. She also explores probabilistic circuits for efficient inference, lossless compression, and scalable tractable models. Her contributions span generative AI, reinforcement learning, and deep learning architectures, with an emphasis on improving reasoning, planning, and control in complex environments.