Scholar
Manling Li
Google Scholar ID: 6U4SXnUAAAAJ
Assistant Professor at Northwestern University
Natural Language Processing
Vision-Language
Embodied Agents
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Citations & Impact
All-time
Citations
2,629
H-index
29
i10-index
45
Publications
20
Co-authors
21
list available
Contact
Email
manling.li@northwestern.edu
CV
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Publications
44 items
RAGEN-2: Reasoning Collapse in Agentic RL
2026
Cited
0
Think in Strokes, Not Pixels: Process-Driven Image Generation via Interleaved Reasoning
2026
Cited
0
PhyPrompt: RL-based Prompt Refinement for Physically Plausible Text-to-Video Generation
2026
Cited
0
Phys4D: Fine-Grained Physics-Consistent 4D Modeling from Video Diffusion
2026
Cited
0
SkillCraft: Can LLM Agents Learn to Use Tools Skillfully?
2026
Cited
0
Learning from Trials and Errors: Reflective Test-Time Planning for Embodied LLMs
2026
Cited
0
ODESteer: A Unified ODE-Based Steering Framework for LLM Alignment
2026
Cited
0
Towards Sparse Video Understanding and Reasoning
2026
Cited
0
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Resume (English only)
Academic Achievements
Named to MIT Tech Review 35 Under 35 in 2025
ACL Inaugural Best Dissertation Award Honorable Mention in 2025
DARPA Riser and EECS Rising Star in 2022
Microsoft Research PhD Fellowship recipient in 2021
Awarded ACL'24 Outstanding Paper Award, ACL'20 Best Demo Paper Award, and NAACL'21 Best Demo Paper Award
Served as virtual co-chair for ACL'25, publication co-chair for NAACL'25, and demo co-chair for EMNLP'24
Background
Assistant Professor of Computer Science at Northwestern University, affiliated with the Center for Robotics and Biosystems and Cognitive Science
Directs the Machine Learning and Language (MLL) Lab
Amazon Scholar working on conversational agents
Aims to make AI and LLMs beneficial for humans at the intersection of language, vision, robotics, and society
Focuses on reasoning, planning, and compositionality with applications in Embodied AI and AI for science
Seeks to promote trustworthiness and truthfulness through explainable, highly compositional systems capable of long-horizon reasoning
Co-authors
21 total
Heng Ji
Professor of Computer Science, AICE Director, ASKS Director, UIUC, Amazon Scholar
Shih-Fu Chang
Professor of Electrical Engineering and Computer Science, Columbia University
Jiajun Wu
Stanford University
Yi R. (May) Fung
Assistant Professor, Hong Kong University of Science and Technology
Co-author 5
Qi Zeng
Research Scientist, Meta
Lifu Huang
Assistant Professor, UC Davis
Mohit Bansal
Parker Distinguished Professor, Computer Science, UNC Chapel Hill
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