1 code implementation • 16 Apr 2024 • Wadhah Zai El Amri, Nicolás Navarro-Guerrero
Furthermore, our results reveal that the XGBoost regressor and transformer outperform traditional feed-forward neural networks in this task.
no code implementations • 20 Jul 2022 • Daniel Harnack, Julie Pivin-Bachler, Nicolás Navarro-Guerrero
In the literature, there is no consensus about which feedback frequency is optimal or at which time the feedback is most beneficial.
no code implementations • 13 Jun 2022 • Josip Josifovski, Mohammadhossein Malmir, Noah Klarmann, Bare Luka Žagar, Nicolás Navarro-Guerrero, Alois Knoll
Fully randomized simulations and fine-tuning show differentiated results and translate better to the real robot than the other approaches tested.
no code implementations • 22 Mar 2022 • Nicolás Navarro-Guerrero, Sibel Toprak, Josip Josifovski, Lorenzo Jamone
The object perception capabilities of humans are impressive, and this becomes even more evident when trying to develop solutions with a similar proficiency in autonomous robots.
no code implementations • 27 Dec 2021 • Lasse Emil R. Bonner, Daniel Daugaard Buhl, Kristian Kristensen, Nicolás Navarro-Guerrero
This dataset was developed to help fill this void and presents multimodal data for 63 objects with some visual and haptic ambiguity.
no code implementations • 19 Jul 2018 • Tobias Hinz, Nicolás Navarro-Guerrero, Sven Magg, Stefan Wermter
This is independent of the underlying optimization procedure, making the approach promising for many existing hyperparameter optimization algorithms.