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Workshop
Auto-regressive WaveNet Variational Autoencoders for Alignment-free Generative Protein Design and Fitness Prediction
Niksa Praljak · Andrew Ferguson
Poster
Thu 2:30 Learning Discrete Structured Variational Auto-Encoder using Natural Evolution Strategies
Alon Berliner · Guy Rotman · Yossi Adi · Roi Reichart · Tamir Hazan
Poster
Mon 18:30 Regularized Autoencoders for Isometric Representation Learning
Yonghyeon Lee · Sangwoong Yoon · MinJun Son · Frank Park
Poster
Thu 10:30 Properties from mechanisms: an equivariance perspective on identifiable representation learning
Kartik Ahuja · Jason Hartford · Yoshua Bengio
Poster
Mon 2:30 On Incorporating Inductive Biases into VAEs
Ning Miao · Emile Mathieu · Siddharth N · Yee Whye Teh · Tom Rainforth
Workshop
Fri 11:55 Convolutional autoencoders for spatially-informed ensemble post-processing
Sebastian Lerch · Kai Polsterer
Poster
Wed 10:30 The Effects of Invertibility on the Representational Complexity of Encoders in Variational Autoencoders
Divyansh Pareek · Andrej Risteski
Poster
Thu 2:30 A Deep Variational Approach to Clustering Survival Data
Laura Manduchi · Ričards Marcinkevičs · Michela Massi · Thomas Weikert · Alexander Sauter · Verena Gotta · Timothy Müller · Flavio Vasella · Marian Neidert · Marc Pfister · Bram Stieltjes · Julia E Vogt
Poster
Wed 10:30 Variational autoencoders in the presence of low-dimensional data: landscape and implicit bias
Frederic Koehler · Viraj Mehta · Chenghui Zhou · Andrej Risteski
Poster
Wed 10:30 Step-unrolled Denoising Autoencoders for Text Generation
Nikolay Savinov · Junyoung Chung · Mikolaj Binkowski · Erich Elsen · Aaron v den
Workshop
Deep sharpening of topological features for de novo protein design
Zander Harteveld · Joshua Southern · Michaël Defferrard · Andreas Loukas · Pierre Vandergheynst · Micheal Bronstein · Bruno Correia
Workshop
Fri 7:30 Deep sharpening of topological features for de novo protein design
Zander Harteveld · Joshua Southern · Michaël Defferrard · Andreas Loukas · Pierre Vandergheynst · Micheal Bronstein · Bruno Correia