54 citations · 65 across the 5 of their papers we have counts for
6 papers
What Should We Freeze? Guarded Freezing: Connectivity Shapes the Fine-Tuning of Pretrained Models
Leonel Aguilar
When adapting pre-trained models through fine-tuning, freezing weights alone might not preserve performance, as updates elsewhere can change the inputs to the frozen core, ultimate…
Does Your Neural Network Extrapolate? Feature Engineering as Identifiability Bias for OOD Generalization
Leonel Aguilar, Jan Nagler, Christoph Hoelscher +1
Successful deep neural networks discover salient features of data. We show when and why they fail to learn out-of-distribution (OOD)-relevant representations from an in-distributio…
IUMENTA: A generic framework for animal digital twins within the Open Digital Twin Platform
Ali Youssef, Kristina Vodorezova, Yannick Aarts +6
IUMENTA (Latin for livestock) is an innovative software framework designed to construct and simulate digital twins of animals. By leveraging the powerful capability of the Open Dig…
Experiments as Code: A Concept for Reproducible, Auditable, Debuggable, Reusable, & Scalable Experiments
Leonel Aguilar, Michal Gath-Morad, Jascha Grübel +7
A common concern in experimental research is the auditability and reproducibility of experiments. Experiments are usually designed, provisioned, managed, and analyzed by diverse te…
The Hitchhiker's Guide to Fused Twins: A Review of Access to Digital Twins in situ in Smart Cities
Jascha Grübel, Tyler Thrash, Leonel Aguilar +5
Smart Cities already surround us, and yet they are still incomprehensibly far from directly impacting everyday life. While current Smart Cities are often inaccessible, the experien…
How intelligence can change the course of evolution
Stefano Bennati, Leonel Aguilar, Dirk Helbing
The effect of phenotypic plasticity on evolution, the so-called Baldwin effect, has been studied extensively for more than 100 years. Plasticity is known to influence the speed of…