26 citations · 100 across the 18 of their papers we have counts for
18 papers
Learning Safety Constraints From Demonstration Using One-Class Decision Trees
Mattijs Baert, Sam Leroux, Pieter Simoens
The alignment of autonomous agents with human values is a pivotal challenge when deploying these agents within physical environments, where safety is an important concern. However,…
Maximum Causal Entropy Inverse Constrained Reinforcement Learning
Mattijs Baert, Pietro Mazzaglia, Sam Leroux +1
When deploying artificial agents in real-world environments where they interact with humans, it is crucial that their behavior is aligned with the values, social norms or other req…
Selective manipulation of disentangled representations for privacy-aware facial image processing
Sander De Coninck, Wei-Cheng Wang, Sam Leroux +1
Camera sensors are increasingly being combined with machine learning to perform various tasks such as intelligent surveillance. Due to its computational complexity, most of these m…
The art of compensation: how hybrid teams solve collective risk dilemmas
Inês Terrucha, Elias Fernández Domingos, Francisco C. Santos +2
It is widely known how the human ability to cooperate has influenced the thriving of our species. However, as we move towards a hybrid human-machine future, it is still unclear how…
TinyMLOps: Operational Challenges for Widespread Edge AI Adoption
Sam Leroux, Pieter Simoens, Meelis Lootus +2
Deploying machine learning applications on edge devices can bring clear benefits such as improved reliability, latency and privacy but it also introduces its own set of challenges.…
Privacy Aware Person Detection in Surveillance Data
Sander De Coninck, Sam Leroux, Pieter Simoens
Crowd management relies on inspection of surveillance video either by operators or by object detection models. These models are large, making it difficult to deploy them on resourc…