2 citations · 2 across the 4 of their papers we have counts for
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cs.CV2026
Interpretable and Sparse Linear Attention with Decoupled Membership-Subspace Modeling via MCR2 Objective
Tianyuan Liu, Libin Hou, Linyuan Wang +1
Maximal Coding Rate Reduction (MCR2)-driven white-box transformer, grounded in structured representation learning, unifies interpretability and efficiency, providing a reliable whi…
cs.CV2024
Dense Optimizer : An Information Entropy-Guided Structural Search Method for Dense-like Neural Network Design
Liu Tianyuan, Hou Libin, Wang Linyuan +2
Dense Convolutional Network has been continuously refined to adopt a highly efficient and compact architecture, owing to its lightweight and efficient structure. However, the curre…
cs.CV2022★ 2 cited
Dynamic Stochastic Ensemble with Adversarial Robust Lottery Ticket Subnetworks
Qi Peng, Wenlin Liu, Ruoxi Qin +3
Adversarial attacks are considered the intrinsic vulnerability of CNNs. Defense strategies designed for attacks have been stuck in the adversarial attack-defense arms race, reflect…