Active Learning with Selective Time-Step Acquisition for PDEsInternational Conference on Machine Learning (ICML), 2025 |
Learning Set Functions with Implicit DifferentiationAAAI Conference on Artificial Intelligence (AAAI), 2024 |
Progressive Generalization Risk Reduction for Data-Efficient Causal
Effect EstimationKnowledge Discovery and Data Mining (KDD), 2024 |
MALADY: Multiclass Active Learning with Auction Dynamics on GraphsIEEE Transactions on Artificial Intelligence (IEEE TAI), 2024 |
Active Learning for Neural PDE SolversInternational Conference on Learning Representations (ICLR), 2024 |
Deep Bayesian Active Learning for Preference Modeling in Large Language
ModelsNeural Information Processing Systems (NeurIPS), 2024 |
Causal-BALD: Deep Bayesian Active Learning of Outcomes to Infer
Treatment-Effects from Observational DataNeural Information Processing Systems (NeurIPS), 2021 |