🏢 College of Computer Science and Technology, Zhejiang University

Vision Mamba Mender systematically optimizes the Mamba model by identifying and repairing internal and external state flaws, significantly improving its performance in visual recognition tasks.

Transformer Doctor diagnoses and treats vision transformer errors by identifying and correcting information integration issues, improving model performance and interpretability.

GRASP: A novel graph augmentation strategy boosts OOD node detection by strategically adding edges to enhance the intra-edge ratio, addressing score propagation’s limitations in various scenarios.

FEEL-SNN enhances spiking neural network robustness by mimicking biological visual attention and adaptive leak factors, resulting in improved resilience against noise and attacks.