Manling Li

ESI-Bench: Towards Embodied Spatial Intelligence that Closes the Perception-Action Loop

arXiv 2026

RAGEN-2: Reasoning Collapse in Agentic RL

arXiv 2026

AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery

arXiv 2026

Theory of Space: Can Foundation Models Construct Spatial Beliefs through Active Exploration?

arXiv 2026

Interactive Evaluation Requires a Design Science

arXiv 2026

Learning from Trials and Errors: Reflective Test-Time Planning for Embodied LLMs

arXiv 2026

RAGEN: Understanding Self-Evolution in LLM Agents via Multi-Turn Reinforcement Learning

arXiv 2025

Adaptation of Agentic AI

arXiv 2025

EmbodiedBench: Comprehensive Benchmarking Multi-modal Large Language Models for Vision-Driven Embodied Agents

arXiv 2025

Re-thinking Temporal Search for Long-Form Video Understanding

CVPR 2025 1

Exploring Diffusion Transformer Designs via Grafting

arXiv 2025

Bring Reason to Vision: Understanding Perception and Reasoning through Model Merging

arXiv 2025

LEMONADE: A Large Multilingual Expert-Annotated Abstractive Event Dataset for the Real World

arXiv 2025

ENACT: Evaluating Embodied Cognition with World Modeling of Egocentric Interaction

arXiv 2025

Why Is Spatial Reasoning Hard for VLMs? An Attention Mechanism Perspective on Focus Areas

arXiv 2025

Spatial Mental Modeling from Limited Views

arXiv 2025

Chain-of-Experts: Unlocking the Communication Power of Mixture-of-Experts Models

arXiv 2025

CaptionQA: Is Your Caption as Useful as the Image Itself?

arXiv 2025

A Simple "Try Again" Can Elicit Multi-Turn LLM Reasoning

arXiv 2025

Embodied Agent Interface: Benchmarking LLMs for Embodied Decision Making

arXiv 2024

HourVideo: 1-Hour Video-Language Understanding

arXiv 2024

IKEA Manuals at Work: 4D Grounding of Assembly Instructions on Internet Videos

arXiv 2024

MentalArena: Self-play Training of Language Models for Diagnosis and Treatment of Mental Health Disorders

arXiv 2024

Chain-of-Action: Faithful and Multimodal Question Answering through Large Language Models

arXiv 2024

Visually Descriptive Language Model for Vector Graphics Reasoning

arXiv 2024

Word Embeddings Are Steers for Language Models

arXiv 2023

Non-Sequential Graph Script Induction via Multimedia Grounding

arXiv 2023

HallE-Control: Controlling Object Hallucination in Large Multimodal Models

arXiv 2023

Multimedia Generative Script Learning for Task Planning

arXiv 2022

Jiajun Wu

Fei-Fei Li

professor

Heng Ji

professor

Qineng Wang

Zihan Wang

Yejin Choi

professor

Kangrui Wang

Keshigeyan Chandrasegaran

Pingyue Zhang

Juan Carlos Niebles