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Poster
Tue 17:30 Learning Hierarchical Priors in VAEs
Alexej Klushyn · Nutan Chen · Richard Kurle · Botond Cseke · Patrick van der Smagt
Poster
Tue 17:30 Integrating Markov processes with structural causal modeling enables counterfactual inference in complex systems
Robert Ness · Kaushal Paneri · Olga Vitek
Poster
Wed 17:00 Multi-resolution Multi-task Gaussian Processes
Oliver Hamelijnck · Theodoros Damoulas · Kangrui Wang · Mark Girolami
Poster
Thu 10:45 Practical Two-Step Lookahead Bayesian Optimization
Jian Wu · Peter Frazier
Poster
Tue 17:30 Practical Deep Learning with Bayesian Principles
Kazuki Osawa · Siddharth Swaroop · Mohammad Emtiyaz Khan · Anirudh Jain · Runa Eschenhagen · Richard Turner · Rio Yokota
Poster
Tue 17:30 Optimal Statistical Rates for Decentralised Non-Parametric Regression with Linear Speed-Up
Dominic Richards · Patrick Rebeschini
Poster
Thu 10:45 Efficiently avoiding saddle points with zero order methods: No gradients required
Emmanouil-Vasileios Vlatakis-Gkaragkounis · Lampros Flokas · Georgios Piliouras
Poster
Thu 17:00 Globally Optimal Learning for Structured Elliptical Losses
Yoav Wald · Nofar Noy · Gal Elidan · Ami Wiesel
Spotlight
Wed 10:25 Fast Convergence of Belief Propagation to Global Optima: Beyond Correlation Decay
Frederic Koehler
Poster
Tue 17:30 Poisson-Randomized Gamma Dynamical Systems
Aaron Schein · Scott Linderman · Mingyuan Zhou · David Blei · Hanna Wallach
Poster
Tue 17:30 Statistical Model Aggregation via Parameter Matching
Mikhail Yurochkin · Mayank Agarwal · Soumya Ghosh · Kristjan Greenewald · Nghia Hoang
Poster
Tue 17:30 Spatially Aggregated Gaussian Processes with Multivariate Areal Outputs
Yusuke Tanaka · Toshiyuki Tanaka · Tomoharu Iwata · Takeshi Kurashima · Maya Okawa · Yasunori Akagi · Hiroyuki Toda