Stochastic Processes

Indexed Minimum Empirical Divergence for Unimodal Bandits NeurIPS 2021 Inference in Stochastic Epidemic Models via Multinomial Approximations AISTATS 2021 Inference of Black Hole Fluid-Dynamics From Sparse Interferometric Measurements ICCV 2021 Inferring serial correlation with dynamic backgrounds ICML 2021 Information-Theoretic Methods in Deep Neural Networks: Recent Advances and Emerging Opportunities IJCAI 2021 Is “moby dick” a Whale or a Bird? Named Entities and Terminology in Speech Translation EMNLP 2021 Iterative Connecting Probability Estimation for Networks NeurIPS 2021 Joint Inference for Neural Network Depth and Dropout Regularization NeurIPS 2021 K-N-MOMDPs: Towards Interpretable Solutions for Adaptive Management AAAI 2021 Langevin Dynamics for Adaptive Inverse Reinforcement Learning of Stochastic Gradient Algorithms JMLR 2021 Large-Scale Multi-Agent Deep FBSDEs ICML 2021 Large-Scale Wasserstein Gradient Flows NeurIPS 2021 Last iterate convergence of SGD for Least-Squares in the Interpolation regime. NeurIPS 2021 Latent Matters: Learning Deep State-Space Models NeurIPS 2021 Learning and Planning in Average-Reward Markov Decision Processes ICML 2021 Learning-based State Reconstruction for a Scalar Hyperbolic PDE under noisy Lagrangian Sensing L4DC 2021 Learning Cycle-Consistent Cooperative Networks via Alternating MCMC Teaching for Unsupervised Cross-Domain Translation AAAI 2021 Learning Deep Latent Variable Models by Short-Run MCMC Inference With Optimal Transport Correction CVPR 2021 Learning Density Distribution of Reachable States for Autonomous Systems CoRL 2021 Learning Energy-Based Generative Models via Coarse-to-Fine Expanding and Sampling ICLR 2021 Learning Energy-Based Model with Variational Auto-Encoder as Amortized Sampler AAAI 2021 Learning from History: Modeling Temporal Knowledge Graphs with Sequential Copy-Generation Networks AAAI 2021 Learning Generalized Gumbel-max Causal Mechanisms NeurIPS 2021 Learning Generative Vision Transformer with Energy-Based Latent Space for Saliency Prediction NeurIPS 2021 Learning Gradient Fields for Molecular Conformation Generation ICML 2021