
From Graph LowRank Global Attention to 2FWL Approximation
Graph Neural Networks (GNNs) are known to have an expressive power bound...
read it

Set2Graph: Learning Graphs From Sets
Many problems in machine learning (ML) can be cast as learning functions...
read it

On Universal Equivariant Set Networks
Using deep neural networks that are either invariant or equivariant to p...
read it

Controlling Neural Level Sets
The level sets of neural networks represent fundamental properties such ...
read it

Provably Powerful Graph Networks
Recently, the WeisfeilerLehman (WL) graph isomorphism test was used to ...
read it

On the Universality of Invariant Networks
Constraining linear layers in neural networks to respect symmetry transf...
read it

Surface Networks via General Covers
Developing deep learning techniques for geometric data is an active and ...
read it

Invariant and Equivariant Graph Networks
Invariant and equivariant networks have been successfully used for learn...
read it

Multichart Generative Surface Modeling
This paper introduces a 3D shape generative model based on deep neural n...
read it

Point Convolutional Neural Networks by Extension Operators
This paper presents Point Convolutional Neural Networks (PCNN): a novel ...
read it

A Linear Variational Principle for Riemann Mappings and Discrete Conformality
We consider Riemann mappings from bounded Lipschitz domains in the plane...
read it

A Linear Variational Principle for Riemann Mapping and Discrete Conformality
We consider Riemann mappings from bounded Lipschitz domains in the plane...
read it

Photometric Stereo by Hemispherical Metric Embedding
Photometric Stereo methods seek to reconstruct the 3d shape of an object...
read it

DS++: A flexible, scalable and provably tight relaxation for matching problems
Correspondence problems are often modelled as quadratic optimization pro...
read it

Wide baseline stereo matching with convex boundeddistortion constraints
Finding correspondences in wide baseline setups is a challenging problem...
read it

Approximation of Polyhedral Surface Uniformization
We present a constructive approach for approximating the conformal map (...
read it
Yaron Lipman
is this you? claim profile