Get our free extension to see links to code for papers anywhere online!

Chrome logo Add to Chrome

Firefox logo Add to Firefox

Picture for Max Welling

Topographic VAEs learn Equivariant Capsules


Sep 03, 2021
T. Anderson Keller, Max Welling


  Access Paper or Ask Questions

Federated Mixture of Experts


Jul 14, 2021
Matthias Reisser, Christos Louizos, Efstratios Gavves, Max Welling


  Access Paper or Ask Questions

Deterministic Gibbs Sampling via Ordinary Differential Equations


Jun 18, 2021
Kirill Neklyudov, Roberto Bondesan, Max Welling


  Access Paper or Ask Questions

Learning Equivariant Energy Based Models with Equivariant Stein Variational Gradient Descent


Jun 15, 2021
Priyank Jaini, Lars Holdijk, Max Welling


  Access Paper or Ask Questions

Coordinate Independent Convolutional Networks -- Isometry and Gauge Equivariant Convolutions on Riemannian Manifolds


Jun 10, 2021
Maurice Weiler, Patrick Forré, Erik Verlinde, Max Welling

* The implementation of orientation independent M\"obius convolutions is publicly available at https://github.com/mauriceweiler/MobiusCNNs 

  Access Paper or Ask Questions

E(n) Equivariant Normalizing Flows


Jun 08, 2021
Victor Garcia Satorras, Emiel Hoogeboom, Fabian B. Fuchs, Ingmar Posner, Max Welling


  Access Paper or Ask Questions

E(n) Equivariant Normalizing Flows for Molecule Generation in 3D


May 19, 2021
Victor Garcia Satorras, Emiel Hoogeboom, Fabian B. Fuchs, Ingmar Posner, Max Welling


  Access Paper or Ask Questions

A Practical Method for Constructing Equivariant Multilayer Perceptrons for Arbitrary Matrix Groups


Apr 19, 2021
Marc Finzi, Max Welling, Andrew Gordon Wilson

* Library: https://github.com/mfinzi/equivariant-MLP, Documentation: https://emlp.readthedocs.io/en/latest/, Examples: https://colab.research.google.com/github/mfinzi/equivariant-MLP/blob/master/docs/notebooks/colabs/all.ipynb 

  Access Paper or Ask Questions

Federated Learning of User Verification Models Without Sharing Embeddings


Apr 18, 2021
Hossein Hosseini, Hyunsin Park, Sungrack Yun, Christos Louizos, Joseph Soriaga, Max Welling


  Access Paper or Ask Questions

Diagnosing Vulnerability of Variational Auto-Encoders to Adversarial Attacks


Mar 19, 2021
Anna Kuzina, Max Welling, Jakub M. Tomczak


  Access Paper or Ask Questions

The Hintons in your Neural Network: a Quantum Field Theory View of Deep Learning


Mar 08, 2021
Roberto Bondesan, Max Welling


  Access Paper or Ask Questions

Efficient Causal Inference from Combined Observational and Interventional Data through Causal Reductions


Mar 08, 2021
Maximilian Ilse, Patrick Forré, Max Welling, Joris M. Mooij


  Access Paper or Ask Questions

Sampling in Combinatorial Spaces with SurVAE Flow Augmented MCMC


Mar 01, 2021
Priyank Jaini, Didrik Nielsen, Max Welling

* Accepted at AISTATS 2021; added experiments with longer MCMC chains 

  Access Paper or Ask Questions

Batch Bayesian Optimization on Permutations using Acquisition Weighted Kernels


Feb 26, 2021
Changyong Oh, Roberto Bondesan, Efstratios Gavves, Max Welling


  Access Paper or Ask Questions

Mixed Variable Bayesian Optimization with Frequency Modulated Kernels


Feb 25, 2021
Changyong Oh, Efstratios Gavves, Max Welling


  Access Paper or Ask Questions

Deep Policy Dynamic Programming for Vehicle Routing Problems


Feb 23, 2021
Wouter Kool, Herke van Hoof, Joaquim Gromicho, Max Welling

* 12 pages, 7 figures 

  Access Paper or Ask Questions

E(n) Equivariant Graph Neural Networks


Feb 19, 2021
Victor Garcia Satorras, Emiel Hoogeboom, Max Welling


  Access Paper or Ask Questions

Argmax Flows and Multinomial Diffusion: Towards Non-Autoregressive Language Models


Feb 10, 2021
Emiel Hoogeboom, Didrik Nielsen, Priyank Jaini, Patrick Forré, Max Welling


  Access Paper or Ask Questions

Self Normalizing Flows


Nov 14, 2020
T. Anderson Keller, Jorn W. T. Peters, Priyank Jaini, Emiel Hoogeboom, Patrick Forré, Max Welling


  Access Paper or Ask Questions

Experimental design for MRI by greedy policy search


Oct 30, 2020
Tim Bakker, Herke van Hoof, Max Welling

* Accepted to NeurIPS 2020 (spotlight) 

  Access Paper or Ask Questions

Probabilistic Numeric Convolutional Neural Networks


Oct 21, 2020
Marc Finzi, Roberto Bondesan, Max Welling


  Access Paper or Ask Questions

Quantum Deformed Neural Networks


Oct 21, 2020
Roberto Bondesan, Max Welling


  Access Paper or Ask Questions

Orbital MCMC


Oct 15, 2020
Kirill Neklyudov, Max Welling


  Access Paper or Ask Questions

Natural Graph Networks


Jul 16, 2020
Pim de Haan, Taco Cohen, Max Welling


  Access Paper or Ask Questions

Federated Learning of User Authentication Models


Jul 09, 2020
Hossein Hosseini, Sungrack Yun, Hyunsin Park, Christos Louizos, Joseph Soriaga, Max Welling


  Access Paper or Ask Questions

SurVAE Flows: Surjections to Bridge the Gap between VAEs and Flows


Jul 06, 2020
Didrik Nielsen, Priyank Jaini, Emiel Hoogeboom, Ole Winther, Max Welling


  Access Paper or Ask Questions

RE-MIMO: Recurrent and Permutation Equivariant Neural MIMO Detection


Jun 30, 2020
Kumar Pratik, Bhaskar D. Rao, Max Welling

* This work has been submitted to the IEEE for possible publication. Copyright may be transferred without notice, after which this version may no longer be accessible 

  Access Paper or Ask Questions

MDP Homomorphic Networks: Group Symmetries in Reinforcement Learning


Jun 30, 2020
Elise van der Pol, Daniel E. Worrall, Herke van Hoof, Frans A. Oliehoek, Max Welling


  Access Paper or Ask Questions