Book
Nov 2026
SPA: Semantic Purification via Dimensional Alignment for Zero-Shot Adversarial Robustness
Shuai-He Liu, Tai-Xiang Jiang
· 0 citations
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Conference
Open access
Sep 2026
PILO: Principal Component-based Implicit Regularization with Low-rank Optimization for Robust Transfer Learning
PILO is established, a new, more effective paradigm for robust transfer learning through principled and targeted parameter optimization, and significantly outperforms state-of-the-art full-parameter and parameter-efficient methods in robust accuracy across multiple benchmarks.
Shuaihe Liu, Qiugang Zhan, Guisong Liu et al.
· Proceedings of the Thirty-Fi... · 0 citations