25 citations · 55 across the 12 of their papers we have counts for
4 papers · 1 filter
The Ideal Continual Learner: An Agent That Never Forgets
Liangzu Peng, Paris V. Giampouras, René Vidal
The goal of continual learning is to find a model that solves multiple learning tasks which are presented sequentially to the learner. A key challenge in this setting is that the l…
Unlabeled Principal Component Analysis and Matrix Completion
Yunzhen Yao, Liangzu Peng, Manolis C. Tsakiris
We introduce robust principal component analysis from a data matrix in which the entries of its columns have been corrupted by permutations, termed Unlabeled Principal Component An…
Homomorphic Sensing of Subspace Arrangements
Liangzu Peng, Manolis C. Tsakiris
Homomorphic sensing is a recent algebraic-geometric framework that studies the unique recovery of points in a linear subspace from their images under a given collection of linear m…
An algebraic-geometric approach for linear regression without correspondences
Manolis C. Tsakiris, Liangzu Peng, Aldo Conca +3
Linear regression without correspondences is the problem of performing a linear regression fit to a dataset for which the correspondences between the independent samples and the ob…