sparse learning

Graph Meets Deep Unfolding: An Interpretable Mutual-benefit Multi-view Learning Network AAAI 2026 Towards Nonlinear Sparse AUC Maximization via Compositional Stochastic Hard Thresholding AAAI 2026 A Differential Inclusion Approach for Learning Heterogeneous Sparsity in Neuroimaging Analysis AISTATS 2025 Learning Sparsity for Effective and Efficient Music Performance Question Answering ACL 2025 Sparse Learning for State Space Models on Mobile ICLR 2025 Learning Macroscopic Dynamics from Partial Microscopic Observations NeurIPS 2024 Sparse Representer Theorems for Learning in Reproducing Kernel Banach Spaces JMLR 2024 Efficient Top-K Feature Selection Using Coordinate Descent Method AAAI 2023 Joint Edge-Model Sparse Learning is Provably Efficient for Graph Neural Networks ICLR 2023 L0Learn: A Scalable Package for Sparse Learning using L0 Regularization JMLR 2023 Randomized Sparse Neural Galerkin Schemes for Solving Evolution Equations with Deep Networks NeurIPS 2023 Sparse Learning of Dynamical Systems in RKHS: An Operator-Theoretic Approach ICML 2023 Sparse Maximum Margin Learning from Multimodal Human Behavioral Patterns AAAI 2023 Synergies between Disentanglement and Sparsity: Generalization and Identifiability in Multi-Task Learning ICML 2023 Bayesian Spline Learning for Equation Discovery of Nonlinear Dynamics with Quantified Uncertainty NeurIPS 2022 Doubly Sparse Asynchronous Learning for Stochastic Composite Optimization IJCAI 2022 Private Stochastic Convex Optimization and Sparse Learning with Heavy-tailed Data Revisited IJCAI 2022 Sparse Invariant Risk Minimization ICML 2022 Thresholded Lasso Bandit ICML 2022 Zeroth-Order Hard-Thresholding: Gradient Error vs. Expansivity NeurIPS 2022 Cardinality-Regularized Hawkes-Granger Model NeurIPS 2021 Finding Sparse Structures for Domain Specific Neural Machine Translation AAAI 2021 Parameter-Efficient Transfer Learning with Diff Pruning ACL 2021 Provable Benefits of Overparameterization in Model Compression: From Double Descent to Pruning Neural Networks AAAI 2021 Sparse Tensor Additive Regression JMLR 2021