Publications

Plannable Approximations to MDP Homomorphisms: Equivariance under Actions – van der Pol, Elise; Kipf, Thomas; Oliehoek, Frans; Welling, Max – International Conference on Autonomous Agents and Multi-Agent Systems (AAMAS), 2020
BibTeX

Contrastive Learning of Structured World Models – Kipf, Thomas; van der Pol, Elise; Welling, Max – International Conference on Learning Representations (ICLR), 2020
BibTeX

A Performance-Based Start State Curriculum Framework for Reinforcement Learning – Wöhlke, Jan; Schmitt, Felix; van Hoof, Herke – International Conference on Autonomous Agents and Multi-Agent Systems (AAMAS), 2020
BibTeX

Combining Generative and Discriminative Models for Hybrid Inference – Garcia, Victor; Akata, Zeynep; Welling, Max – Neural Information Processing Systems (NeurIPS), 2019
BibTeX

Hyperspherical Prototype Networks – Mettes, Pascal; van der Pol, Elise; Snoek, Cees – Neural Information Processing Systems (NeurIPS), 2019
BibTeX

Integer Discrete Flows and Lossless Compression – Hoogeboom, Emiel; Peters, Jorn; van den Berg, Rianne; Welling, Max – Neural Information Processing Systems (NeurIPS), 2019
BibTeX

Sinkhorn AutoEncoders – Patrini, Giorgio; van den Berg, Rianne; Forré, Patrick; Carioni, Marcello; Bhargav, Samarth; Welling, Max; Genewein, Tim; Nielsen, Frank – Uncertainty in Artificial Intelligence (UAI), 2019
BibTeX

Emerging Convolutions for Generative Normalizing Flows – Hoogeboom, Emiel; van den Berg, Rianne; Welling, Max – International Conference on Machine Learning (ICML), 2019
BibTeX

Semi-Conditional Normalizing Flows for Semi-Supervised Learning – Atanov, Andrei; Volokhova, Alexandra; Ashukha, Arsenii; Sosnovik, Ivan; Vetrov, Dmitry – ICML 19 Workshop on Invertible Neural Nets and Normalizing Flows, 2019
BibTeX

Few-Shot Learning with Graph Neural Networks – Garcia, Victor; Bruna, Joan – International Conference of Learning Representations (ICLR), 2018
BibTeX

Channel-Recurrent Autoencoding for Image Modeling – Wenling Shang Kihyuk Sohn, Yuandong Tian – Winter Conference of Applications of Computer Vision (WACV), 2018
BibTeX