Jianbo Shi

This work proposes a new paradigm for open-world multimodal perception that integrates semantic depth and adaptability, and proposes a meta-policy gradient-based adaptive controller, which dynamically adjusts feature fusion weights, propagation depth, and attention topology based on the detection state and historical trajectories.