2 papers
cs.LG2026
Recovery Guarantees for Continual Learning of Dependent Tasks: Memory, Data-Dependent Regularization, and Data-Dependent Weights
Liangzu Peng, Uday Kiran Reddy Tadipatri, Ziqing Xu +2
Continual learning (CL) is concerned with learning multiple tasks sequentially without forgetting previously learned tasks. Despite substantial empirical advances over recent years…
cs.CV2026
Global Truncated Loss Minimization for Robust and Threshold-Resilient Geometric Estimation
Tianyu Huang, Liangzu Peng, Xinyue Zhang +5
To achieve outlier-robust geometric estimation, robust objective functions are generally employed to mitigate the influence of outliers. The widely used consensus maximization(CM)…