My name is Xian Fu. Now I’m a 3rd year MS student of the College of Intelligence and Computing, Tianjin University, supervised by Prof. Jianye Hao. Before that, I got my Bachelor Degree from Jilin University, Tang Aoqing Honors Program (Computer Science) at 2022.

My research interests lie in (Evolutionary) Reinforcement Learning, (Multimodal) Large Language Models, Representation Learning, and so on. In addition to these areas, I am interested in interdisciplinary projects in robotics, automation, and other AI-driven fields.

Publications & Preprints

Enhancing Multimodal Large Language Models on Demonstrative Multi-Image Instructions [Paper]

ACM Multimedia 2024

What can VLMs Do for Zero-shot Embodied Task Planning? [Paper]

ICML 2024 Workshop on LLMs and Cognition

EvoRainbow: Combining Improvements in Evolutionary Reinforcement Learning for Policy Search [Paper]

ICML 2024

Bridging Evolutionary Algorithms and Reinforcement Learning: A Comprehensive Survey [Paper]

IEEE TEVC 2024

RACE: Improve Multi-Agent Reinforcement Learning with Representation Asymmetry and Collaborative Evolution [Paper]

ICML 2023

ERL-Re^2: Efficient Evolutionary Reinforcement Learning with Shared State Representation and Individual Policy Representation [Paper]

ICLR 2023 & NeurIPS 2022 DRL Workshop

Academic Services

NeurIPS Reviewer       2025

ICML 2025 Workshop World Models Reviewer

ICML 2024 Workshop on LLMs and Cognition Reviewer

Invited Talks

2024.10       Enhancing Multimodal Large Language Models on Demonstrative Multi-Image Instructions

              ACM International Conference on Multimedia 2024, Melbourne, VIC, Australia