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Flexible Diffusion Modeling of Long Videos


May 23, 2022
William Harvey, Saeid Naderiparizi, Vaden Masrani, Christian Weilbach, Frank Wood

* 17 pages, 12 figures 

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Beyond Simple Meta-Learning: Multi-Purpose Models for Multi-Domain, Active and Continual Few-Shot Learning


Jan 13, 2022
Peyman Bateni, Jarred Barber, Raghav Goyal, Vaden Masrani, Jan-Willem van de Meent, Leonid Sigal, Frank Wood


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Proof of the impossibility of probabilistic induction


Jul 01, 2021
Vaden Masrani


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q-Paths: Generalizing the Geometric Annealing Path using Power Means


Jul 01, 2021
Vaden Masrani, Rob Brekelmans, Thang Bui, Frank Nielsen, Aram Galstyan, Greg Ver Steeg, Frank Wood

* arXiv admin note: text overlap with arXiv:2012.07823 

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Differentiable Particle Filtering without Modifying the Forward Pass


Jun 18, 2021
Adam Ścibior, Vaden Masrani, Frank Wood

* 11 pages, 3 figures 

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Annealed Importance Sampling with q-Paths


Dec 14, 2020
Rob Brekelmans, Vaden Masrani, Thang Bui, Frank Wood, Aram Galstyan, Greg Ver Steeg, Frank Nielsen

* NeurIPS Workshop on Deep Learning through Information Geometry (Best Paper Award) 

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Gaussian Process Bandit Optimization of the Thermodynamic Variational Objective


Oct 31, 2020
Vu Nguyen, Vaden Masrani, Rob Brekelmans, Michael A. Osborne, Frank Wood

* NeurIPS 2020 

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Gaussian Process Bandit Optimization of theThermodynamic Variational Objective


Oct 29, 2020
Vu Nguyen, Vaden Masrani, Rob Brekelmans, Michael A. Osborne, Frank Wood

* NeurIPS 2020 

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All in the Exponential Family: Bregman Duality in Thermodynamic Variational Inference


Jul 01, 2020
Rob Brekelmans, Vaden Masrani, Frank Wood, Greg Ver Steeg, Aram Galstyan

* ICML 2020 

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Planning as Inference in Epidemiological Models


Apr 03, 2020
Frank Wood, Andrew Warrington, Saeid Naderiparizi, Christian Weilbach, Vaden Masrani, William Harvey, Adam Scibior, Boyan Beronov, Ali Nasseri

* minor typos corrected 

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