Posts by Collection

portfolio

publications

Q-VGM: Q-Guided Value-Gradient Matching for Offline-to-Online RL of Flow-Matching VLA Policies

Published in arXiv preprint (under review), 2026

An offline-to-online RL method that fine-tunes flow-matching VLA policies by matching critic-guided velocity targets, without backpropagating through the denoising trajectory.

Recommended citation: Z. Wang, J. Sun, X. Mao, M. Wang and Y. Mu, "Q-VGM: Q-Guided Value-Gradient Matching for Offline-to-Online RL of Flow-Matching VLA Policies," arXiv:2606.08015, 2026.
Download Paper

Scene2Gym: Transforming Real-World Scenes into Interactive Training Environments for Robot Learning

Published in IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), 2026

A real-to-gym framework that turns real-world scene observations into interactive, metric-consistent 3DGS digital twins for embodied policy learning.

Recommended citation: Z. Ji, F. Chen, Z. Wang, Z. Wang, F. Qiu, W. Hou, M. Yang and T. Qin, "Scene2Gym: Transforming Real-World Scenes into Interactive Training Environments for Robot Learning," IROS, 2026.

talks

teaching

ECE280: Programming & Data Structures

Undergraduate course, UM-SJTU Joint Institute, Shanghai Jiao Tong University, 2025

Teaching Assistant for ECE280, an undergraduate course covering fundamental programming concepts and data structures.

Course Topics

  • Object-oriented programming in C++
  • Data structures (arrays, linked lists, trees, graphs)
  • Algorithm analysis and complexity
  • Memory management
  • Software engineering practices

Responsibilities

  • Conducting lab sessions and office hours
  • Grading assignments and exams
  • Assisting students with programming projects