Erik J Bekkers

14 papers · 2020–2025 · 4 conferences · across top CS/AI conferences

Achievements

🌍 Conference Polyglot (4) 🏃 Academic Marathon (5) 🐝 Cross-Pollinator (13) 🌉 Interdisciplinary Bridge 🧭 Keyword Pioneer 💎 Century Club (14)

Conferences

ICLR (7) ICML (4) MIDL (2) UAI (1)

Top co-authors

David W. Romero (4) Sharvaree Vadgama (4) Jakub Mikolaj Tomczak (3) Mark Hoogendoorn (3) Rob Hesselink (3) David M Knigge (2) Putri A Van der Linden (2) Max Welling (2) Efstratios Gavves (2) Floor Eijkelboom (2)

Keywords

point cloud (1) computational efficiency (1) message passing (1) lie group (1) parameter efficiency (1) geometric learning (1) simplicial complex (1) group convolution (1) graph neural network (1) separable convolution (1) geometric inductive bia (1)

Papers

Controlled Generation with Equivariant Variational Flow Matching ICML 2025

On the Importance of Embedding Norms in Self-Supervised Learning ICML 2025

Grounding Continuous Representations in Geometry: Equivariant Neural Fields ICLR 2025

CP$^2$: Leveraging Geometry for Conformal Prediction via Canonicalization UAI 2025

Generating Cerebral Vessel Trees of Acute Ischemic Stroke Patients using Conditional Set-Diffusion MIDL 2024

Uncertainty-aware retinal layer segmentation in OCT through probabilistic signed distance functions MIDL 2024

Fast, Expressive $\mathrm{SE}(n)$ Equivariant Networks through Weight-Sharing in Position-Orientation Space ICLR 2024

E$(n)$ Equivariant Message Passing Simplicial Networks ICML 2023

Modelling Long Range Dependencies in $N$D: From Task-Specific to a General Purpose CNN ICLR 2023

Exploiting Redundancy: Separable Group Convolutional Networks on Lie Groups ICML 2022

CKConv: Continuous Kernel Convolution For Sequential Data ICLR 2022

FlexConv: Continuous Kernel Convolutions With Differentiable Kernel Sizes ICLR 2022

Geometric and Physical Quantities improve E(3) Equivariant Message Passing ICLR 2022

B-Spline CNNs on Lie groups ICLR 2020