Zhang, Y.; Song, S.; Li, H.; Wang, S.; Liu, Y. Adaptive Dynamic Dehazing via Instruction-Driven and Task-Feedback Closed-Loop Optimization for Diverse Downstream Task Adaptation. AAAI 2026, 40, 12888-12896.