Área
Facultad de Ingeniería
Departamento
Tecnologías Informáticas, Electrónicas y de la Comunicación
Email:
alain.andres@deusto.esSígueme:
Artículos en Revistas Científicas
Evaluating reinforcement learning-based neural controllers for quadcopter navigation in windy conditions / Engineering Applications of Artificial Intelligence
Andres Fernandez, Alain; Martinez, Aritz D; Tunçay, Sümer; Carlucho, Ignacio
ISBNAR: 0952-1976 / Fecha: 2025
Using Offline Data to Speed Up Reinforcement Learning in Procedurally Generated Environments / Neurocomputing
Andres Fernandez, Alain; Schäfer, Lukas; V. Albrecht, Stefano; Del Ser, Javier
ISBNAR: 0925-2312 / Fecha: 2025
On the black-box explainability of object detection models for safe and trustworthy industrial applications / Results in Engineering
Andres Fernandez, Alain; Martínez Seras, Aitor; Laña, Ibai; Del Ser, Javier
ISBNAR: 2590-1230 / Fecha: 2024
Exploring Data Augmentation and Active Learning Benefits in Imbalanced Datasets / Mathematics
Boto Sanchez, Fernando; Andres Fernandez, Alain
ISBNAR: 2227-7390 / Volumen: 12 / Numero Revista: 12 / Fecha: 2024
Collaborative training of heterogeneous reinforcement learning agents in environments with sparse rewards: what and when to share? / Neural Computing and Applications
Andres Fernandez, Alain; Villar Rodriguez, Esther; Del Ser, Javier
ISBNAR: 0941-0643 / Fecha: 2022
Comparative Evaluation of Reinforcement Learning and Model Predictive Control for 6DoF Position Control of an Autonomous Underwater Vehicle
Tunçay, Sümer; Andres Fernandez, Alain; Carlucho, Ignacio
Nombre del congreso: Comparative Evaluation of Reinforcement Learning and Model Predictive Control for 6DoF Position Control of an Autonomous Underwater Vehicle / Ciudad: York / País: Reino Unido / Nombre publicación: Comparative Evaluation of Reinforcement Learning and Model Predictive Control for 6DoF Position Control of an Autonomous Underwater Vehicle / Fecha inicio: 20/08/2025 / Fecha fin: 22/08/2025
Single Agent Formulation for Reinforcement Learning Based Routing of Urban Last Mile Logistics with Platooning Vehicles
Bravo, Nagore; Echeverria Franco, Imanol; Andres Fernandez, Alain; Laña, Ibai
Nombre del congreso: Single Agent Formulation for Reinforcement Learning Based Routing of Urban Last Mile Logistics with Platooning Vehicles / Ciudad: Edmonton / País: Canada / Nombre publicación: Single Agent Formulation for Reinforcement Learning Based Routing of Urban Last Mile Logistics with Platooning Vehicles / Fecha inicio: 24/09/2024 / Fecha fin: 27/09/2024
Advancing towards Safe Reinforcement Learning over Sparse Environments with Out-of-Distribution Observations: Detection and Adaptation Strategies
Martínez Seras, Aitor; Andres Fernandez, Alain; Del Ser, Javier
Nombre del congreso: Advancing towards Safe Reinforcement Learning over Sparse Environments with Out-of-Distribution Observations: Detection and Adaptation Strategies / Ciudad: Yokohama / País: Japon / Nombre publicación: Advancing towards Safe Reinforcement Learning over Sparse Environments with Out-of-Distribution Observations: Detection and Adaptation Strategies / Fecha inicio: 30/06/2024 / Fecha fin: 05/07/2024
Enhanced Generalization Through Prioritization and Diversity in Self-Imitation Reinforcement Learning Over Procedural Environments with Sparse Rewards
Andres Fernandez, Alain; Zha, Daochen; Del Ser, Javier
Nombre del congreso: Enhanced Generalization Through Prioritization and Diversity in Self-Imitation Reinforcement Learning Over Procedural Environments with Sparse Rewards / Ciudad: Mexico City / País: Mejico / Nombre publicación: Enhanced Generalization Through Prioritization and Diversity in Self-Imitation Reinforcement Learning Over Procedural Environments with Sparse Rewards / Fecha inicio: 05/12/2023 / Fecha fin: 08/12/2023
Evolutionary Multi-Objective Quantization of Randomization-Based Neural Networks
Del Ser, Javier; Andres Fernandez, Alain; Laña, Ibai
Nombre del congreso: Evolutionary Multi-Objective Quantization of Randomization-Based Neural Networks / Ciudad: Mexico City / País: Mejico / Nombre publicación: Evolutionary Multi-Objective Quantization of Randomization-Based Neural Networks / Fecha inicio: 05/12/2023 / Fecha fin: 08/12/2023
Towards Improving Exploration in Self-Imitation Learning using Intrinsic Motivation
Andres Fernandez, Alain; Villar Rodriguez, Esther; Del Ser, Javier
Nombre del congreso: Towards Improving Exploration in Self-Imitation Learning using Intrinsic Motivation / Ciudad: Singapur / País: Singapur / Nombre publicación: Towards Improving Exploration in Self-Imitation Learning using Intrinsic Motivation / Fecha inicio: 04/12/2022 / Fecha fin: 07/12/2022
An Evaluation Study of Intrinsic Motivation Techniques applied to Reinforcement Learning over Hard Exploration Environments
Andres Fernandez, Alain; Villar Rodriguez, Esther; Del Ser, Javier
Nombre del congreso: An Evaluation Study of Intrinsic Motivation Techniques applied to Reinforcement Learning over Hard Exploration Environments / Ciudad: Viena / País: Austria / Nombre publicación: An Evaluation Study of Intrinsic Motivation Techniques applied to Reinforcement Learning over Hard Exploration Environments / Fecha inicio: 23/08/2022 / Fecha fin: 26/08/2022
Collaborative exploration and reinforcement learning between heterogeneously skilled agents in environments with sparse rewards
Andres Fernandez, Alain; Villar Rodriguez, Esther; Martinez, Aritz D; Del Ser, Javier
Nombre del congreso: Collaborative exploration and reinforcement learning between heterogeneously skilled agents in environments with sparse rewards / Ciudad: Shenzhen / País: China / Web: https://ieeexplore.ieee.org/xpl/conhome/9533266/proceeding / Nombre publicación: Collaborative exploration and reinforcement learning between heterogeneously skilled agents in environments with sparse rewards / Fecha inicio: 18/07/2021 / Fecha fin: 22/07/2021
GRECO (Transformación de la ingeniería de sistemas IA para mejorar la eficiencia y el impacto medioambiental a través de GREen COmputing)
Andres Fernandez, Alain; Eguia Sanchez, Alexander
Fecha inicio: 01/07/2024 / Fecha fin: 31/12/2025
IKUN (Grandes Modelos Multimodales para Aseguramiento de Calidad y Soporte al Operario en Industria Inteligente.)
Andres Fernandez, Alain; Del Pozo, Arantza
Fecha inicio: 01/01/2024 / Fecha fin: 31/08/2025
FaRADAI (Frugal And Robust AI for Defence Advanced Intelligence)
Andres Fernandez, Alain; Ioannidis, Konstantinos
Fecha inicio: 01/12/2022 / Fecha fin: 31/08/2025
ULTIMATE (mUlti-Level Trustworthiness to IMprove the Adoption of hybrid arTificial intelligencE)
Andres Fernandez, Alain; Barreteau, Michael
Fecha inicio: 01/09/2022 / Fecha fin: 30/09/2025
OMEGA-X (Orchestrating an interoperable sovereign federated Multi-vector Energy data space built on open standards and ready for GAia-X)
Andres Fernandez, Alain; Maqueda Moro, Erik
Fecha inicio: 01/05/2022 / Fecha fin: 30/04/2025
AI4ES (Red de excelencia en tecnologías habilitadoras basadas en el dato)
Andres Fernandez, Alain; Del Ser, Javier
Fecha inicio: 01/01/2021 / Fecha fin: 31/12/2023