Publications
Conference Publications
Conference Publications
- F. Lygerakis, V.Dave, E. Rueckert, M2CURL: Sample-Efficient Multimodal Reinforcement Learning via Self-Supervised Representation Learning for Robotic Manipulation, 2024, 21st International Conference on Ubiquitous Robots (UR2024). [Best Student Paper Award]
- V.Dave*, F. Lygerakis*, E. Rueckert (*Equal Contribution), Multimodal Visual-Tactile Representation Learning through Self-Supervised Contrastive Pre-Training, IEEE International Conference on Robotics and Automation (ICRA), 2024
- F. Lygerakis, E. Rueckert, CR-VAE: Contrastive Regularization on Variational Autoencoders for Preventing Posterior Collapse, 7th Asian Conference on Artificial Intelligence (ACAIT), 2023
- F. Lygerakis, M. Dagioglou, V. Karkaletsis, Accelerating Human-Agent Collaborative Reinforcement Learning, PETRA 21, 2021
- F. Lygerakis, A. C. Tsitos, M. Dagioglou, F. Makedon, V. Karkaletsis “Evaluation of 3D markerless pose estimation accuracy using OpenPose and depth information from a single RGB-D camera,” PETRA 20
- F. Lygerakis, V. Diakoloulas, M. Lagoudakis, M. Kotti, "Robust Belief State Space Representation for Statistical Dialogue Managers Using Deep Autoencoders," 2019 IEEE Automatic Speech Recognition and Understanding Workshop (ASRU), Singapore, 2019
Journal Publications
Journal Publications
- M. Kyrarini, F. Lygerakis, A. Rajavenkatanarayanan, C. Sevastopoulos, H. R. Nambiappan, K. K. Chaitanya, A. R. Babu, J. Mathew, F. Makedon, A Survey of Robots in Healthcare. Technologies 2021, 9, 8.
- V. Diakoloukas, F. Lygerakis, M. G. Lagoudakis, M. Kotti, “Variational Denoising Autoencoders and Least-Squares Policy Iteration for Statistical Dialogue Managers,” in IEEE Signal Processing Letters