Publications
Papers and ongoing work in robotics and reinforcement learning.
2026
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VioLA: Learning Generalist Humanoid Control Policies from Human Data
* Equal contribution.
arXiv · 2026
Dr. Octopus: Universal Hand Controller
Ongoing work · Paper in preparation
Developed during my internship at Vesoma with Martin Riedmiller.
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NIL: No-data Imitation Learning
CVPR 2026
Also presented as a spotlight talk at the 2nd Workshop on Agents in Interaction, from Humans to Robots.
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2025
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Moving by Looking: Towards Vision-Driven Avatar Motion Generation
arXiv preprint arXiv:2509.19259 · 2025
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RILe: Reinforced Imitation Learning
arXiv preprint arXiv:2406.08472 · 2025
Poster at the 7th Robot Learning Workshop: Towards Robots with Human-Level Abilities, ICLR 2025 (non-archival)
2024
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MARLUI: Multi-Agent Reinforcement Learning for Adaptive Point-and-Click UIs
Proceedings of the ACM on Human-Computer Interaction · 2024
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A Transformer-Based Model for the Prediction of Human Gaze Behavior on Videos
Proceedings of the 2024 Symposium on Eye Tracking Research and Applications · 2024
2021
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A 3D game theoretical framework for the evaluation of unmanned aircraft systems airspace integration concepts
Transportation Research Part C: Emerging Technologies · 2021
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Driver modeling through deep reinforcement learning and behavioral game theory
IEEE Transactions on Control Systems Technology · 2021
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SyNet: An ensemble network for object detection in UAV images
2020 25th International conference on pattern recognition (ICPR) · 2021
2019
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Stochastic driver modeling and validation with traffic data
2019 American Control Conference (ACC) · 2019
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Modeling cyber-physical human systems via an interplay between reinforcement learning and game theory
Annual Reviews in Control · 2019