MindDrive
What it is
MindDrive is a Vision-Language-Action (VLA) framework for autonomous driving that uses online reinforcement learning. It employs a dual-LoRA approach where one LLM acts as a 'Decision Expert' for reasoning and another as an 'Action Expert' to map linguistic decisions into feasible trajectories.
The problem it solves
Inefficient exploration in continuous action spaces when applying reinforcement learning to VLA models in autonomous driving.
What you could use it for
- Autonomous vehicle path planning and decision making
- Training VLA models using online reinforcement learning in continuous action spaces
- Closed-loop autonomous driving evaluation
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