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cs.LG2024
SequentialAttention++ for Block Sparsification: Differentiable Pruning Meets Combinatorial Optimization
Taisuke Yasuda, Kyriakos Axiotis, Gang Fu +2
Neural network pruning is a key technique towards engineering large yet scalable, interpretable, and generalizable models. Prior work on the subject has developed largely along two…
cs.LG2023
Performance of Regularization for Sparse Convex Optimization
Kyriakos Axiotis, Taisuke Yasuda
Despite widespread adoption in practice, guarantees for the LASSO and Group LASSO are strikingly lacking in settings beyond statistical problems, and these algorithms are usually c…