density ratio

Partition Function Estimation under Bounded f-Divergence COLT 2026 Collaborative likelihood-ratio estimation over graphs JMLR 2025 Detecting Backdoor Samples in Contrastive Language Image Pretraining ICLR 2025 Direct Density Ratio Optimization: A Statistically Consistent Approach to Aligning Large Language Models ICML 2025 Reliable Algorithm Selection for Machine Learning-Guided Design ICML 2025 Maximum Likelihood Estimation is All You Need for Well-Specified Covariate Shift ICLR 2024 Optimal Aggregation of Prediction Intervals under Unsupervised Domain Shift NeurIPS 2024 Rejection via Learning Density Ratios NeurIPS 2024 Revealing Distribution Discrepancy by Sampling Transfer in Unlabeled Data NeurIPS 2024 Text-only Domain Adaptation for CTC-based Speech Recognition through Substitution of Implicit Linguistic Information in the Search Space Interspeech 2024 Knowledge Distillation Approach for Efficient Internal Language Model Estimation Interspeech 2023 Learning Calibrated Uncertainties for Domain Shift: A Distributionally Robust Learning Approach IJCAI 2023 Marginalized Importance Sampling for Off-Environment Policy Evaluation CoRL 2023 Variational Weighting for Kernel Density Ratios NeurIPS 2023 An Empirical Study of Language Model Integration for Transducer based Speech Recognition Interspeech 2022 Beyond the Return: Off-policy Function Estimation under User-specified Error-measuring Distributions NeurIPS 2022 Multicalibrated Partitions for Importance Weights ALT 2022 Offline Reinforcement Learning with Realizability and Single-policy Concentrability COLT 2022 On Gap-dependent Bounds for Offline Reinforcement Learning NeurIPS 2022 On the Convergence Rate of Off-Policy Policy Optimization Methods with Density-Ratio Correction AISTATS 2022 A Deep Reinforcement Learning Approach to Marginalized Importance Sampling with the Successor Representation ICML 2021 A General Class of Transfer Learning Regression without Implementation Cost AAAI 2021 Contextual Density Ratio for Language Model Biasing of Sequence to Sequence ASR Systems Interspeech 2021 Doubly Robust Off-Policy Actor-Critic: Convergence and Optimality ICML 2021 Mandoline: Model Evaluation under Distribution Shift ICML 2021