importance sampling

Case-based off-policy evaluation using prototype learning UAI 2022 Debiasing Samples from Online Learning Using Bootstrap AISTATS 2022 Distributionally Robust Models with Parametric Likelihood Ratios ICLR 2022 Efficient inference for dynamic topic modeling with large vocabularies UAI 2022 Estimators of Entropy and Information via Inference in Probabilistic Models AISTATS 2022 Evaluating Robustness to Dataset Shift via Parametric Robustness Sets NeurIPS 2022 Experience Replay with Likelihood-free Importance Weights L4DC 2022 Hybrid Memoised Wake-Sleep: Approximate Inference at the Discrete-Continuous Interface ICLR 2022 Improving Mutual Information Estimation with Annealed and Energy-Based Bounds ICLR 2022 Inferring Smooth Control: Monte Carlo Posterior Policy Iteration with Gaussian Processes CoRL 2022 IS-Count: Large-Scale Object Counting from Satellite Images with Covariate-Based Importance Sampling AAAI 2022 I-SEA: Importance Sampling and Expected Alignment-Based Deep Distance Metric Learning for Time Series Analysis and Embedding AAAI 2022 Large Batch Experience Replay ICML 2022 Latent Reweighting, an Almost Free Improvement for GANs WACV 2022 Learning Optimal Flows for Non-Equilibrium Importance Sampling NeurIPS 2022 Learning Proposals for Practical Energy-Based Regression AISTATS 2022 Lifelong Hyper-Policy Optimization with Multiple Importance Sampling Regularization AAAI 2022 Local Metric Learning for Off-Policy Evaluation in Contextual Bandits with Continuous Actions NeurIPS 2022 Marginalized Operators for Off-policy Reinforcement Learning AISTATS 2022 Multiple Importance Sampling ELBO and Deep Ensembles of Variational Approximations AISTATS 2022 Offline policy optimization with eligible actions UAI 2022 Offline reinforcement learning under value and density-ratio realizability: The power of gaps UAI 2022 Off-Policy Evaluation for Large Action Spaces via Embeddings ICML 2022 Off-Policy Risk Assessment for Markov Decision Processes AISTATS 2022 On the Uncomputability of Partition Functions in Energy-Based Sequence Models ICLR 2022