Sam Leroux

According to our database, Sam Leroux authored at least 45 papers between 2015 and 2024.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2024

Privacy-preserving visual analysis: training video obfuscation models without sensitive labels.

Sander De Coninck, Wei-Cheng Wang, Sam Leroux, Pieter Simoens

Appl. Intell., April, 2024

Learning Task Specifications from Demonstrations as Probabilistic Automata.

Mattijs Baert, Sam Leroux, Pieter Simoens

CoRR, 2024

Mitigating Bias Using Model-Agnostic Data Attribution.

Sander De Coninck, Wei-Cheng Wang, Sam Leroux, Pieter Simoens

CoRR, 2024

Learning Temporal Task Specifications From Demonstrations.

Mattijs Baert, Sam Leroux, Pieter Simoens

Proceedings of the Explainable and Transparent AI and Multi-Agent Systems, 2024

Multi-bit, Black-box Watermarking of Deep Neural Networks in Embedded Applications.

Sam Leroux, Stijn Vanassche, Pieter Simoens

Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2024

Test-time Specialization of Dynamic Neural Networks.

Sam Leroux, Dewant Katare, Aaron Yi Ding, Pieter Simoens

Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2024

Mitigating Bias Using Model-Agnostic Data Attribution.

Sander De Coninck, Sam Leroux, Pieter Simoens

Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2024

Label Efficient Lifelong Multi-View Broiler Detection.

Thorsten Cardoen, Sam Leroux, Pieter Simoens

Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2024

2023

Inverse reinforcement learning through logic constraint inference.

Mattijs Baert, Sam Leroux, Pieter Simoens

Mach. Learn., July, 2023

Sparse random neural networks for online anomaly detection on sensor nodes.

Sam Leroux, Pieter Simoens

Future Gener. Comput. Syst., July, 2023

Learning Safety Constraints From Demonstration Using One-Class Decision Trees.

Mattijs Baert, Sam Leroux, Pieter Simoens

CoRR, 2023

Maximum Causal Entropy Inverse Constrained Reinforcement Learning.

Mattijs Baert, Pietro Mazzaglia, Sam Leroux, Pieter Simoens

CoRR, 2023

Learning Logic Constraints From Demonstration.

Mattijs Baert, Sam Leroux, Pieter Simoens

Proceedings of the 17th International Workshop on Neural-Symbolic Learning and Reasoning, 2023

2022

Iterative Online 3D Reconstruction from RGB Images.

Thorsten Cardoen, Sam Leroux, Pieter Simoens

Sensors, 2022

An Opt-in Framework for Privacy Protection in Audio-Based Applications.

Wei-Cheng Wang, Sander De Coninck, Sam Leroux, Pieter Simoens

IEEE Pervasive Comput., 2022

Iterative neural networks for adaptive inference on resource-constrained devices.

Sam Leroux, Tim Verbelen, Pieter Simoens, Bart Dhoedt

Neural Comput. Appl., 2022

Selective manipulation of disentangled representations for privacy-aware facial image processing.

Sander De Coninck, Wei-Cheng Wang, Sam Leroux, Pieter Simoens

CoRR, 2022

Audio-guided Album Cover Art Generation with Genetic Algorithms.

James Marien, Sam Leroux, Bart Dhoedt, Cedric De Boom

CoRR, 2022

A VM/Containerized Approach for Scaling TinyML Applications.

Meelis Lootus, Kartik Thakore, Sam Leroux, Geert Trooskens, Akshay Sharma, Holly Ly

CoRR, 2022

Automated training of location-specific edge models for traffic counting.

Sam Leroux, Bo Li, Pieter Simoens

Comput. Electr. Eng., 2022

Multi-branch Neural Networks for Video Anomaly Detection in Adverse Lighting and Weather Conditions.

Sam Leroux, Bo Li, Pieter Simoens

Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision, 2022

TinyMLOps: Operational Challenges for Widespread Edge AI Adoption.

Sam Leroux, Pieter Simoens, Meelis Lootus, Kartik Thakore, Akshay Sharma

Proceedings of the IEEE International Parallel and Distributed Processing Symposium, 2022

2021

Decoupled appearance and motion learning for efficient anomaly detection in surveillance video.

Bo Li, Sam Leroux, Pieter Simoens

Comput. Vis. Image Underst., 2021

Privacy Aware Person Detection in Surveillance Data.

Sander De Coninck, Sam Leroux, Pieter Simoens

CoRR, 2021

Intelligent Frame Selection as a Privacy-Friendlier Alternative to Face Recognition.

Mattijs Baert, Sam Leroux, Pieter Simoens

CoRR, 2021

2020

Training binary neural networks with knowledge transfer.

Sam Leroux, Bert Vankeirsbilck, Tim Verbelen, Pieter Simoens, Bart Dhoedt

Neurocomputing, 2020

Anomaly Detection for Autonomous Guided Vehicles using Bayesian Surprise.

Ozan Çatal, Sam Leroux, Cedric De Boom, Tim Verbelen, Bart Dhoedt

Proceedings of the IEEE/RSJ International Conference on Intelligent Robots and Systems, 2020

2019

Multi-fidelity deep neural networks for adaptive inference in the internet of multimedia things.

Sam Leroux, Steven Bohez, Elias De Coninck, Pieter Van Molle, Bert Vankeirsbilck, Tim Verbelen, Pieter Simoens, Bart Dhoedt

Future Gener. Comput. Syst., 2019

Asynchronous Spiking Neurons, the Natural Key to Exploit Temporal Sparsity.

Amirreza Yousefzadeh, Teresa Serrano-Gotarredona, Bernabé Linares-Barranco, Mina A. Khoei, Sahar Hosseini, Priscila C. Holanda, Sam Leroux, Orlando Moreira, Jonathan Tapson, Bart Dhoedt, Pieter Simoens

IEEE J. Emerg. Sel. Topics Circuits Syst., 2019

Conversion of Synchronous Artificial Neural Network to Asynchronous Spiking Neural Network using sigma-delta quantization.

Amirreza Yousefzadeh, Sahar Hosseini, Priscila C. Holanda, Sam Leroux, Thilo Werner, Teresa Serrano-Gotarredona, Bernabé Linares-Barranco, Bart Dhoedt, Pieter Simoens

Proceedings of the IEEE International Conference on Artificial Intelligence Circuits and Systems, 2019

2018

DIANNE: a modular framework for designing, training and deploying deep neural networks on heterogeneous distributed infrastructure.

Elias De Coninck, Steven Bohez, Sam Leroux, Tim Verbelen, Bert Vankeirsbilck, Pieter Simoens, Bart Dhoedt

J. Syst. Softw., 2018

Improving Generalization for Abstract Reasoning Tasks Using Disentangled Feature Representations.

Xander Steenbrugge, Sam Leroux, Tim Verbelen, Bart Dhoedt

CoRR, 2018

Privacy Aware Offloading of Deep Neural Networks.

Sam Leroux, Tim Verbelen, Pieter Simoens, Bart Dhoedt

CoRR, 2018

Fingerprinting encrypted network traffic types using machine learning.

Sam Leroux, Steven Bohez, Pieter-Jan Maenhaut, Nathan Meheus, Pieter Simoens, Bart Dhoedt

Proceedings of the 2018 IEEE/IFIP Network Operations and Management Symposium, 2018

IamNN: Iterative and Adaptive Mobile Neural Network for efficient image classification.

Sam Leroux, Pavlo Molchanov, Pieter Simoens, Bart Dhoedt, Thomas M. Breuel, Jan Kautz

Proceedings of the 6th International Conference on Learning Representations, 2018

2017

The cascading neural network: building the Internet of Smart Things.

Sam Leroux, Steven Bohez, Elias De Coninck, Tim Verbelen, Bert Vankeirsbilck, Pieter Simoens, Bart Dhoedt

Knowl. Inf. Syst., 2017

Transfer Learning with Binary Neural Networks.

Sam Leroux, Steven Bohez, Tim Verbelen, Bert Vankeirsbilck, Pieter Simoens, Bart Dhoedt

CoRR, 2017

Decoupled Learning of Environment Characteristics for Safe Exploration.

Pieter Van Molle, Tim Verbelen, Steven Bohez, Sam Leroux, Pieter Simoens, Bart Dhoedt

CoRR, 2017

2016

Lazy Evaluation of Convolutional Filters.

Sam Leroux, Steven Bohez, Cedric De Boom, Elias De Coninck, Tim Verbelen, Bert Vankeirsbilck, Pieter Simoens, Bart Dhoedt

CoRR, 2016

Efficiency Evaluation of Character-level RNN Training Schedules.

Cedric De Boom, Sam Leroux, Steven Bohez, Pieter Simoens, Thomas Demeester, Bart Dhoedt

CoRR, 2016

Multi-fidelity matryoshka neural networks for constrained IoT devices.

Sam Leroux, Steven Bohez, Elias De Coninck, Tim Verbelen, Bert Vankeirsbilck, Pieter Simoens, Bart Dhoedt

Proceedings of the 2016 International Joint Conference on Neural Networks, 2016

Middleware Platform for Distributed Applications Incorporating Robots, Sensors and the Cloud.

Elias De Coninck, Steven Bohez, Sam Leroux, Tim Verbelen, Bert Vankeirsbilck, Bart Dhoedt, Pieter Simoens

Proceedings of the 5th IEEE International Conference on Cloud Networking, 2016

2015

Combining Collaborative Filtering and Search Engine into Hybrid News Recommendations.

Toon De Pessemier, Sam Leroux, Kris Vanhecke, Luc Martens

Proceedings of the 3rd International Workshop on News Recommendation and Analytics (INRA 2015) co-located with 9th ACM Conference on Recommender Systems (RecSys 2015), 2015

DIANNE: Distributed Artificial Neural Networks for the Internet of Things.

Elias De Coninck, Tim Verbelen, Bert Vankeirsbilck, Steven Bohez, Sam Leroux, Pieter Simoens

Proceedings of the 2nd Workshop on Middleware for Context-Aware Applications in the IoT, 2015

Resource-constrained classification using a cascade of neural network layers.

Sam Leroux, Steven Bohez, Tim Verbelen, Bert Vankeirsbilck, Pieter Simoens, Bart Dhoedt

Proceedings of the 2015 International Joint Conference on Neural Networks, 2015