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MetaFun: Meta-Learning with Iterative Functional Updates

Dec 05, 2019
Jin Xu, Jean-Francois Ton, Hyunjik Kim, Adam R. Kosiorek, Yee Whye Teh


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End-to-end Recurrent Multi-Object Tracking and Trajectory Prediction with Relational Reasoning

Aug 09, 2019
Fabian B. Fuchs, Adam R. Kosiorek, Li Sun, Oiwi Parker Jones, Ingmar Posner


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GENESIS: Generative Scene Inference and Sampling with Object-Centric Latent Representations

Jul 30, 2019
Martin Engelcke, Adam R. Kosiorek, Oiwi Parker Jones, Ingmar Posner

* Submitted to the 3rd Conference on Robot Learning (CoRL 2019) 

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Stacked Capsule Autoencoders

Jun 17, 2019
Adam R. Kosiorek, Sara Sabour, Yee Whye Teh, Geoffrey E. Hinton

* 13 pages, 6 figures, 4 tables 

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Set Transformer

Oct 01, 2018
Juho Lee, Yoonho Lee, Jungtaek Kim, Adam R. Kosiorek, Seungjin Choi, Yee Whye Teh


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Tighter Variational Bounds are Not Necessarily Better

Jun 25, 2018
Tom Rainforth, Adam R. Kosiorek, Tuan Anh Le, Chris J. Maddison, Maximilian Igl, Frank Wood, Yee Whye Teh

* To appear at ICML 2018 

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Neural Stethoscopes: Unifying Analytic, Auxiliary and Adversarial Network Probing

Jun 15, 2018
Fabian B. Fuchs, Oliver Groth, Adam R. Kosiorek, Alex Bewley, Markus Wulfmeier, Andrea Vedaldi, Ingmar Posner


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Sequential Attend, Infer, Repeat: Generative Modelling of Moving Objects

Jun 05, 2018
Adam R. Kosiorek, Hyunjik Kim, Ingmar Posner, Yee Whye Teh

* 25 pages, 19 figures, submitted to NIPS 

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Revisiting Reweighted Wake-Sleep

May 26, 2018
Tuan Anh Le, Adam R. Kosiorek, N. Siddharth, Yee Whye Teh, Frank Wood

* Tuan Anh Le and Adam R. Kosiorek contributed equally 

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Hierarchical Attentive Recurrent Tracking

Sep 05, 2017
Adam R. Kosiorek, Alex Bewley, Ingmar Posner

* Published as a conference paper at NIPS 2017. Code is available at https://github.com/akosiorek/hart and qualitative results are available at https://youtu.be/Vvkjm0FRGSs 

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