1.1k citations · 1.7k across the 56 of their papers we have counts for
57 papers
Evolving Layer-Specific Scalar Functions for Hardware-Aware Transformer Adaptation
Kieran Carrigg, Sigur de Vries, Amirhossein Sadough +1
Vision Transformers (ViTs) achieve state-of-the-art performance on challenging vision tasks, but their deployment on edge devices is hindered by the computational complexity and gl…
Symbolic Discovery of Stochastic Differential Equations with Genetic Programming
Sigur de Vries, Sander W. Keemink, Marcel A. J. van Gerven
Automated scientific discovery aims to improve scientific understanding through machine learning. A central approach in this field is symbolic regression, which uses genetic progra…
GRAM: Spatial general-purpose audio representations for real-world environments
Goksenin Yuksel, Marcel van Gerven, Kiki van der Heijden
Audio foundation models learn general-purpose audio representations that facilitate a wide range of downstream tasks. While the performance of these models has greatly increased fo…
Automated Discovery of Laser Dicing Processes with Bayesian Optimization for Semiconductor Manufacturing
David Leeftink, Roman Doll, Heleen Visserman +4
Laser dicing of semiconductor wafers is a critical step in microelectronic manufacturing, where multiple sequential laser passes precisely separate individual dies from the wafer.…
Generative Modeling of Clinical Time Series via Latent Stochastic Differential Equations
Muhammad Aslanimoghanloo, Ahmed ElGazzar, Marcel van Gerven
Clinical time series data from electronic health records and medical registries offer unprecedented opportunities to understand patient trajectories and inform medical decision-mak…
A Unified Perspective on Optimization in Machine Learning and Neuroscience: From Gradient Descent to Neural Adaptation
Jesús García Fernández, Nasir Ahmad, Marcel van Gerven
Iterative optimization is central to modern artificial intelligence (AI) and provides a crucial framework for understanding adaptive systems. This review provides a unified perspec…