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Feature Selection

462 directly classified papers

Papers per year

Papers

Federated Causally Invariant Feature Learning AAAI 2025
Rank-one Convexification for Sparse Regression JMLR 2025
InsBank: Evolving Instruction Subset for Ongoing Alignment EMNLP 2025
MultiPL-MoE: Multi-Programming-Lingual Extension of Large Language Models through Hybrid Mixture-of-Experts EMNLP 2025
Sparse Semiparametric Discriminant Analysis for High-dimensional Zero-inflated Data JMLR 2025
Spanning Training Progress: Temporal Dual-Depth Scoring (TDDS) for Enhanced Dataset Pruning CVPR 2024
Supervised Feature Selection via Ensemble Gradient Information from Sparse Neural Networks AISTATS 2024
Decorrelated Variable Importance JMLR 2024
BlockBoost: Scalable and Efficient Blocking through Boosting AISTATS 2024
Exploration of the Search Space of Gaussian Graphical Models for Paired Data JMLR 2024
End-to-end Feature Selection Approach for Learning Skinny Trees AISTATS 2024
More Efficient Estimation of Multivariate Additive Models Based on Tensor Decomposition and Penalization JMLR 2024
Discriminability-Driven Channel Selection for Out-of-Distribution Detection CVPR 2024
Quilt: Robust Data Segment Selection against Concept Drifts AAAI 2024
Beyond TreeSHAP: Efficient Computation of Any-Order Shapley Interactions for Tree Ensembles AAAI 2024
Efficient Multi-view Unsupervised Feature Selection with Adaptive Structure Learning and Inference IJCAI 2024
Permutation-Based Hypothesis Testing for Neural Networks AAAI 2024
CGS-Mask: Making Time Series Predictions Intuitive for All AAAI 2024
DeRDaVa: Deletion-Robust Data Valuation for Machine Learning AAAI 2024
Towards Continual Learning Desiderata via HSIC-Bottleneck Orthogonalization and Equiangular Embedding AAAI 2024
Shaping Up SHAP: Enhancing Stability through Layer-Wise Neighbor Selection AAAI 2024
DeepDRK: Deep Dependency Regularized Knockoff for Feature Selection NIPS 2024
Embedded Feature Selection on Graph-Based Multi-View Clustering AAAI 2024
Selective Deep Autoencoder for Unsupervised Feature Selection AAAI 2024
Double-Layer Hybrid-Label Identification Feature Selection for Multi-View Multi-Label Learning AAAI 2024