25 citations · 55 across the 12 of their papers we have counts for
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cs.LG2023
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…
math.OC2023
Block Coordinate Descent on Smooth Manifolds: Convergence Theory and Twenty-One Examples
Liangzu Peng, René Vidal
Block coordinate descent is an optimization paradigm that iteratively updates one block of variables at a time, making it quite amenable to big data applications due to its scalabi…
cs.CV2023★ 7 cited
Accelerating Globally Optimal Consensus Maximization in Geometric Vision
Xinyue Zhang, Liangzu Peng, Wanting Xu +1
Branch-and-bound-based consensus maximization stands out due to its important ability of retrieving the globally optimal solution to outlier-affected geometric problems. However, w…