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algorithm selection

44 papers

AS

Papers

Next Generation of Empirical Performance Prediction AAAI 2026 Algorithm Selection for Word-Level Hardware Model Checking (Student Abstract) AAAI 2025 Learning Complexity of Gradient Descent and Conjugate Gradient Algorithms AAAI 2025 MA-GTS: A Multi-Agent Framework for Solving Complex Graph Problems in Real-World Applications EMNLP 2025 OOD-Chameleon: Is Algorithm Selection for OOD Generalization Learnable? ICML 2025 Revisiting Learning Rate Control AutoML 2025 Towards Robustness and Explainability of Automatic Algorithm Selection ICML 2025 Large Language Model-Enhanced Algorithm Selection: Towards Comprehensive Algorithm Representation IJCAI 2024 Sample Complexity of Algorithm Selection Using Neural Networks and Its Applications to Branch-and-Cut NeurIPS 2024 Algorithm Selection for Deep Active Learning with Imbalanced Datasets NeurIPS 2023 FLASH: Automating federated learning using CASH UAI 2023 MA-BBOB: Many-Affine Combinations of BBOB Functions for Evaluating AutoML Approaches in Noiseless Numerical Black-Box Optimization Contexts AutoML 2023 PS-AAS: Portfolio Selection for Automated Algorithm Selection in Black-Box Optimization AutoML 2023 Transformers as Statisticians: Provable In-Context Learning with In-Context Algorithm Selection NeurIPS 2023 Bandit Limited Discrepancy Search and Application to Machine Learning Pipeline Optimization AAAI 2022 Data-Efficient Pipeline for Offline Reinforcement Learning with Limited Data NeurIPS 2022 Generalization Bounds for Data-Driven Numerical Linear Algebra COLT 2022 Machine Learning for Online Algorithm Selection under Censored Feedback AAAI 2022 On the Generalizability and Predictability of Recommender Systems NeurIPS 2022 sunny-as2: Enhancing SUNNY for Algorithm Selection (Extended Abstract) IJCAI 2022 Bayes DistNet - A Robust Neural Network for Algorithm Runtime Distribution Predictions AAAI 2021 Corralling Stochastic Bandit Algorithms AISTATS 2021 Dual Active Learning for Both Model and Data Selection IJCAI 2021 Generalization in Portfolio-Based Algorithm Selection AAAI 2021 A Distance-Weighted Class-Homogeneous Neighbourhood Ratio for Algorithm Selection ACML 2020