Feature Selection

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 Text vs. Transcription: A Study of Differences Between the Writing and Speeches of U.S. Presidents EMNLP 2024 Towards Continual Learning Desiderata via HSIC-Bottleneck Orthogonalization and Equiangular Embedding AAAI 2024 Unified View Imputation and Feature Selection Learning for Incomplete Multi-view Data IJCAI 2024 Unsupervised Feature Selection towards Pattern Discrimination Power UAI 2024 Variable Importance in High-Dimensional Settings Requires Grouping AAAI 2024 A Multi-Surrogate Assisted Salp Swarm Feature Selection Algorithm with Multi-Population Adaptive Generation Strategy for Classification ACML 2023 Anti-drifting Feature Selection via Deep Reinforcement Learning (Student Abstract) AAAI 2023 A Performance-Driven Benchmark for Feature Selection in Tabular Deep Learning NeurIPS 2023 A Randomized Subspace-based Approach for Dimensionality Reduction and Important Variable Selection JMLR 2023 A Rigorous Information-Theoretic Definition of Redundancy and Relevancy in Feature Selection Based on (Partial) Information Decomposition JMLR 2023 A Unified Perspective on Regularization and Perturbation in Differentiable Subset Selection AISTATS 2023 Bayesian Variable Selection in a Million Dimensions AISTATS 2023 Computing Approximate ℓ_p Sensitivities NeurIPS 2023 Data Minimization at Inference Time NeurIPS 2023 Data-OOB: Out-of-bag Estimate as a Simple and Efficient Data Value ICML 2023 DiFA: Differentiable Feature Acquisition AAAI 2023 Dimension Reduction in Contextual Online Learning via Nonparametric Variable Selection JMLR 2023 DRCFS: Doubly Robust Causal Feature Selection ICML 2023 Enhancing Argument Structure Extraction with Efficient Leverage of Contextual Information EMNLP 2023 Exploring the English Accent-independent Features for Speech Emotion Recognition using Filter and Wrapper-based Methods for Feature Selection Interspeech 2023 Fast Block Coordinate Descent for Non-Convex Group Regularizations AISTATS 2023 Fast Feature Selection with Fairness Constraints AISTATS 2023 Finding Support Examples for In-Context Learning EMNLP 2023