Publications

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Autonomous Navigation constraint optimization Contrastive Learning Deep Learning graphical models Grasping Human motion analysis human motor control intrinsic motivation inverse dynamics Manipulation Medical Robotics mobile navigation model learning morphological compuation movement primitives muscle synergies neural network policy search Probabilistic Inference Probabilistic Movement Primitives Reinforcement Learning RNN Simulation SLAM smart sensors SOC spiking Tactile Sensing Transfer Learning

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2024

Lygerakis, Fotios; Dave, Vedant; Rueckert, Elmar

M2CURL: Sample-Efficient Multimodal Reinforcement Learning via Self-Supervised Representation Learning for Robotic Manipulation Proceedings Article

In: IEEE International Conference on Ubiquitous Robots (UR 2024), 2024.

Links | BibTeX | Tags: Contrastive Learning, Manipulation, Multimodal Reinforcement Learning, Multimodal Representation Learning, Reinforcement Learning, Robot Learning

M2CURL: Sample-Efficient Multimodal Reinforcement Learning via Self-Supervised Representation Learning for Robotic Manipulation

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Proceedings Articles

Lygerakis, Fotios; Dave, Vedant; Rueckert, Elmar

M2CURL: Sample-Efficient Multimodal Reinforcement Learning via Self-Supervised Representation Learning for Robotic Manipulation Proceedings Article

In: IEEE International Conference on Ubiquitous Robots (UR 2024), 2024.

Links | BibTeX