3 papers
cs.LG2026
Safety-Regulated Transfer Reinforcement Learning with Adaptive Teacher Guidance
Wenjie Huang, Yang Li, Jingjia Teng +5
We propose Safety-Regulated Adaptive Transfer Reinforcement Learning (SRATRL), a teacher--student framework that combines safety-triggered intervention, safety-adaptive value shapi…
cs.RO2025
Multimodal Classification Network Guided Trajectory Planning for Four-Wheel Independent Steering Autonomous Parking Considering Obstacle Attributes
Jingjia Teng, Yang Li, Yougang Bian +4
Four-wheel Independent Steering (4WIS) vehicles have attracted increasing attention for their superior maneuverability. Human drivers typically choose to cross or drive over the lo…
eess.SY2025
Reachable Sets-based Trajectory Planning Combining Reinforcement Learning and iLQR
Wenjie Huang, Yang Li, Shijie Yuan +3
The driving risk field is applicable to more complex driving scenarios, providing new approaches for safety decision-making and active vehicle control in intricate environments. Ho…