Publications by Manling Li, Northwestern University, on agentic reasoning, embodied spatial reasoning, and safe reasoning: browse the selected papers, the complete list, or one topic at a time. Also listed on Google Scholar.
Browse by topic
- Agentic Reasoning: multi-turn reinforcement learning for LLM and VLM agents, world model reasoning, agent training and evaluation, RAGEN and VAGEN.
- Embodied Spatial Reasoning: spatial intelligence, spatial mental models (MindCube), active perception and view planning, long-form video understanding.
- Safe Reasoning: LLM alignment and steering (LM-Steer, ODESteer), hallucination, knowledge editing, and safety evaluation of embodied agents.
- Tutorials: CVPR, ICCV, AAAI, NAACL and ACL tutorials on foundation models for embodied agents, multimodal safety, and knowledge in LLMs.
Selected publications lists the flagship papers with teasers; all publications lists every paper with keyword tags.