| Learning Cluster Structured Sparsity by Reweighting | Oct 11, 2019 | Sparse Learning | —Unverified | 0 |
| A Knowledge Transfer Framework for Differentially Private Sparse Learning | Sep 13, 2019 | regressionSparse Learning | —Unverified | 0 |
| A Bayesian Lasso based Sparse Learning Model | Aug 20, 2019 | Compressive Sensingmodel | —Unverified | 0 |
| The Tradeoff Between Privacy and Accuracy in Anomaly Detection Using Federated XGBoost | Jul 16, 2019 | Anomaly DetectionFederated Learning | CodeCode Available | 0 |
| Sparse Networks from Scratch: Faster Training without Losing Performance | Jul 10, 2019 | Image ClassificationSparse Learning | CodeCode Available | 1 |
| A unified approach to mixed-integer optimization problems with logical constraints | Jul 3, 2019 | Sparse Learning | —Unverified | 0 |
| RobustTrend: A Huber Loss with a Combined First and Second Order Difference Regularization for Time Series Trend Filtering | Jun 10, 2019 | Anomaly DetectionSparse Learning | CodeCode Available | 0 |
| Optimal approximation for unconstrained non-submodular minimization | May 29, 2019 | Bayesian OptimizationSparse Learning | CodeCode Available | 0 |
| forgeNet: A graph deep neural network model using tree-based ensemble classifiers for feature extraction | May 23, 2019 | Classificationfeature selection | —Unverified | 0 |
| Concise Fuzzy System Modeling Integrating Soft Subspace Clustering and Sparse Learning | Apr 24, 2019 | ClusteringSparse Learning | —Unverified | 0 |
| Sparse Learning for Variable Selection with Structures and Nonlinearities | Mar 26, 2019 | BIG-bench Machine LearningSparse Learning | —Unverified | 0 |
| The State of Sparsity in Deep Neural Networks | Feb 25, 2019 | Model CompressionSparse Learning | CodeCode Available | 1 |
| Structure learning via unstructured kernel-based M-regression | Jan 3, 2019 | quantile regressionregression | —Unverified | 0 |
| Proximal SCOPE for Distributed Sparse Learning | Dec 1, 2018 | Sparse Learning | —Unverified | 0 |
| Dantzig Selector with an Approximately Optimal Denoising Matrix and its Application to Reinforcement Learning | Nov 2, 2018 | compressed sensingDenoising | —Unverified | 0 |
| Cross-Modal Ranking with Soft Consistency and Noisy Labels for Robust RGB-T Tracking | Sep 1, 2018 | ObjectObject Tracking | CodeCode Available | 0 |
| Implicit Discourse Relation Recognition using Neural Tensor Network with Interactive Attention and Sparse Learning | Aug 1, 2018 | RelationSparse Learning | —Unverified | 0 |
| Sparse Range-constrained Learning and Its Application for Medical Image Grading | Jul 11, 2018 | Sparse Learning | —Unverified | 0 |
| Safe Active Feature Selection for Sparse Learning | Jun 15, 2018 | feature selectionSparse Learning | —Unverified | 0 |
| Safe Element Screening for Submodular Function Minimization | May 22, 2018 | Combinatorial OptimizationSparse Learning | —Unverified | 0 |
| Structure-preserving Guided Retinal Image Filtering and Its Application for Optic Disc Analysis | May 17, 2018 | Optic Cup SegmentationSparse Learning | —Unverified | 0 |
| Learning on Hypergraphs with Sparsity | Apr 3, 2018 | Sparse Learning | —Unverified | 0 |
| Locally Convex Sparse Learning over Networks | Mar 31, 2018 | Sparse Learning | —Unverified | 0 |
| Proximal SCOPE for Distributed Sparse Learning: Better Data Partition Implies Faster Convergence Rate | Mar 15, 2018 | Sparse Learning | —Unverified | 0 |
| Fast Best Subset Selection: Coordinate Descent and Local Combinatorial Optimization Algorithms | Mar 5, 2018 | Combinatorial OptimizationSparse Learning | CodeCode Available | 1 |
