|
Poster
|
Tue 7:00 |
Confidence Sets and Hypothesis Testing in a Likelihood-Free Inference Setting Nic Dalmasso, Rafael Izbicki, Ann Lee |
|
|
Poster
|
Tue 7:00 |
Learning the Stein Discrepancy for Training and Evaluating Energy-Based Models without Sampling Will Grathwohl, Kuan-Chieh Wang, Jörn Jacobsen, David Duvenaud, Richard Zemel |
|
|
Poster
|
Tue 7:00 |
Recurrent Hierarchical Topic-Guided RNN for Language Generation Dandan Guo, Bo Chen, Ruiying Lu, Mingyuan Zhou |
|
|
Poster
|
Tue 7:00 |
All in the Exponential Family: Bregman Duality in Thermodynamic Variational Inference Rob Brekelmans, Vaden Masrani, Frank Wood, Greg Ver Steeg, Aram Galstyan |
|
|
Poster
|
Tue 9:00 |
On Semi-parametric Inference for BART Veronika Rockova |
|
|
Poster
|
Tue 11:00 |
Bayesian Experimental Design for Implicit Models by Mutual Information Neural Estimation Steven Kleinegesse, Michael Gutmann |
|
|
Poster
|
Tue 14:00 |
Learning Reasoning Strategies in End-to-End Differentiable Proving Pasquale Minervini, Sebastian Riedel, Pontus Stenetorp, Edward Grefenstette, Tim Rocktäschel |
|
|
Poster
|
Tue 14:00 |
Thompson Sampling via Local Uncertainty Zhendong Wang, Mingyuan Zhou |
|
|
Poster
|
Tue 18:00 |
Multi-fidelity Bayesian Optimization with Max-value Entropy Search and its Parallelization Shion Takeno, Hitoshi Fukuoka, Yuhki Tsukada, Toshiyuki Koyama, Motoki Shiga, Ichiro Takeuchi, Masayuki Karasuyama |
|
|
Poster
|
Wed 5:00 |
Online Bayesian Moment Matching based SAT Solver Heuristics Haonan Duan, Saeed Nejati, George Trimponias, Pascal Poupart, Vijay Ganesh |
|
|
Poster
|
Wed 5:00 |
Sequential Cooperative Bayesian Inference Junqi Wang, Pei Wang, Patrick Shafto |
|
|
Poster
|
Wed 5:00 |
Fast and Three-rious: Speeding Up Weak Supervision with Triplet Methods Dan Fu, Mayee Chen, Fred Sala, Sarah Hooper, Kayvon Fatahalian, Christopher Re |
|
|
Poster
|
Wed 8:00 |
Optimal transport mapping via input convex neural networks Ashok Makkuva, Amir Taghvaei, Sewoong Oh, Jason Lee |
|
|
Poster
|
Wed 8:00 |
The Usual Suspects? Reassessing Blame for VAE Posterior Collapse Bin Dai, Ziyu Wang, David Wipf |
|
|
Poster
|
Wed 8:00 |
Scaling up Hybrid Probabilistic Inference with Logical and Arithmetic Constraints via Message Passing Zhe Zeng, Paolo Morettin, Fanqi Yan, Antonio Vergari, Guy Van den Broeck |
|
|
Poster
|
Wed 12:00 |
Einsum Networks: Fast and Scalable Learning of Tractable Probabilistic Circuits Robert Peharz, Steven Lang, Antonio Vergari, Karl Stelzner, Alejandro Molina, Martin Trapp, Guy Van den Broeck, Kristian Kersting, Zoubin Ghahramani |
|
|
Poster
|
Wed 12:00 |
Automatic Reparameterisation of Probabilistic Programs Maria Gorinova, Dave Moore, Matt Hoffman |
|
|
Poster
|
Wed 12:00 |
Divide, Conquer, and Combine: a New Inference Strategy for Probabilistic Programs with Stochastic Support Yuan Zhou, Hongseok Yang, Yee-Whye Teh, Tom Rainforth |
|
|
Poster
|
Wed 13:00 |
Continuous Time Bayesian Networks with Clocks Nicolai Engelmann, Dominik Linzner, Heinz Koeppl |
|
|
Poster
|
Thu 6:00 |
How to Train Your Neural ODE: the World of Jacobian and Kinetic Regularization Chris Finlay, Jörn Jacobsen, Levon Nurbekyan, Adam Oberman |
|
|
Poster
|
Thu 6:00 |
Empirical Study of the Benefits of Overparameterization in Learning Latent Variable Models Rares-Darius Buhai, Yoni Halpern, Yoon Kim, Andrej Risteski, David Sontag |
|
|
Poster
|
Thu 6:00 |
Neural Datalog Through Time: Informed Temporal Modeling via Logical Specification Hongyuan Mei, Guanghui Qin, Minjie Xu, Jason Eisner |
|
|
Poster
|
Thu 7:00 |
Fractal Gaussian Networks: A sparse random graph model based on Gaussian Multiplicative Chaos Subhroshekhar Ghosh, Krishna Balasubramanian, Xiaochuan Yang |
|
|
Poster
|
Thu 7:00 |
Computational and Statistical Tradeoffs in Inferring Combinatorial Structures of Ising Model Ying Jin, Zhaoran Wang, Junwei Lu |
|
|
Poster
|
Thu 9:00 |
Accelerated Message Passing for Entropy-Regularized MAP Inference Jonathan Lee, Aldo Pacchiano, Peter Bartlett, Michael Jordan |
|
|
Poster
|
Thu 9:00 |
Energy-Based Processes for Exchangeable Data Mengjiao Yang, Bo Dai, Hanjun Dai, Dale Schuurmans |
|
|
Poster
|
Thu 13:00 |
Stochastic Differential Equations with Variational Wishart Diffusions Martin Jørgensen, Marc Deisenroth, Hugh Salimbeni |
|
|
Poster
|
Thu 14:00 |
The continuous categorical: a novel simplex-valued exponential family Elliott Gordon-Rodriguez, Gabriel Loaiza-Ganem, John Cunningham |
|
|
Poster
|
Thu 17:00 |
Multi-objective Bayesian Optimization using Pareto-frontier Entropy Shinya Suzuki, Shion Takeno, Tomoyuki Tamura, Kazuki Shitara, Masayuki Karasuyama |
|
|
Workshop
|
Sat 9:00 |
Invited talk 7: Flows in Probabilistic Modeling & Inference Martin Jankowiak |