Unpacking Information Bottlenecks: Unifying Information-Theoretic Objectives in Deep Learning Mar 27, 2020 Deep Learning Density Estimation
— Unverified Gryffin: An algorithm for Bayesian optimization of categorical variables informed by expert knowledge Mar 26, 2020 Bayesian Optimization Density Estimation
— Unverified Nearest Neighbor Dirichlet Mixtures Mar 17, 2020 Density Estimation Uncertainty Quantification
Code Code Available Multilevel Monte Carlo with Numerical Smoothing for Robust and Efficient Computation of Probabilities and Densities Mar 12, 2020 Density Estimation Numerical Integration
— Unverified Interpolation Technique to Speed Up Gradients Propagation in Neural ODEs Mar 11, 2020 Density Estimation
Code Code Available Noise Estimation Using Density Estimation for Self-Supervised Multimodal Learning Mar 6, 2020 Density Estimation Noise Estimation
Code Code Available Optimally adaptive Bayesian spectral density estimation for stationary and nonstationary processes Mar 4, 2020 Density Estimation Time Series
— Unverified NAS-Count: Counting-by-Density with Neural Architecture Search Feb 29, 2020 Crowd Counting Decoder
— Unverified Gradient Boosted Normalizing Flows Feb 27, 2020 Density Estimation Variational Inference
Code Code Available Modeling Continuous Stochastic Processes with Dynamic Normalizing Flows Feb 24, 2020 Density Estimation Irregular Time Series
Code Code Available Estimating a Null Model of Scientific Image Reuse to Support Research Integrity Investigations Feb 22, 2020 Density Estimation
— Unverified VFlow: More Expressive Generative Flows with Variational Data Augmentation Feb 22, 2020 Density Estimation Image Generation
Code Code Available Kernel interpolation with continuous volume sampling Feb 22, 2020 Density Estimation Point Processes
— Unverified Likelihood-free inference of experimental Neutrino Oscillations using Neural Spline Flows Feb 21, 2020 BIG-bench Machine Learning Density Estimation
— Unverified Gaussian Mixture Reduction with Composite Transportation Divergence Feb 19, 2020 Clustering Computational Efficiency
Code Code Available Schoenberg-Rao distances: Entropy-based and geometry-aware statistical Hilbert distances Feb 19, 2020 BIG-bench Machine Learning Density Estimation
Code Code Available On the Discrepancy between Density Estimation and Sequence Generation Feb 17, 2020 Density Estimation Machine Translation
— Unverified Latent Variable Modelling with Hyperbolic Normalizing Flows Feb 15, 2020 Density Estimation Variational Inference
Code Code Available Universal Value Density Estimation for Imitation Learning and Goal-Conditioned Reinforcement Learning Feb 15, 2020 Density Estimation Imitation Learning
Code Code Available Average-case Acceleration Through Spectral Density Estimation Feb 12, 2020 Density Estimation regression
— Unverified Asymmetric Cell Transmission Model-Based, Ramp-Connected Robust Traffic Density Estimation under Bounded Disturbances Feb 10, 2020 Density Estimation
— Unverified Cross-modal variational inference for bijective signal-symbol translation Feb 10, 2020 Audio Generation Density Estimation
— Unverified Characterizing Structural Regularities of Labeled Data in Overparameterized Models Feb 8, 2020 Density Estimation Out-of-Distribution Detection
Code Code Available How to train your neural ODE: the world of Jacobian and kinetic regularization Feb 7, 2020 Density Estimation Image Generation
Code Code Available Stochastic geometry to generalize the Mondrian Process Feb 3, 2020 Bayesian Optimization BIG-bench Machine Learning
— Unverified 