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20202026
most citedExplainable Artificial Intelligence (XAI) 2.0: A Manifesto of Open Challenges and Interdisciplinary Research Directions

544 citations

Showing 2024Show all

8 papers · 1 filter

cs.CL2024★ 1 cited

A Collaborative Content Moderation Framework for Toxicity Detection based on Conformalized Estimates of Annotation Disagreement

Guillermo Villate-Castillo, Javier Del Ser, Borja Sanz

Content moderation typically combines the efforts of human moderators and machine learning models. However, these systems often rely on data where significant disagreement occurs d…

cs.LG2024★ 1 cited

Resilience to the Flowing Unknown: an Open Set Recognition Framework for Data Streams

Marcos Barcina-Blanco, Jesus L. Lobo, Pablo Garcia-Bringas +1

Modern digital applications extensively integrate Artificial Intelligence models into their core systems, offering significant advantages for automated decision-making. However, th…

cs.NE2024★ 407 cited

A Tutorial on the Design, Experimentation and Application of Metaheuristic Algorithms to Real-World Optimization Problems

Eneko Osaba, Esther Villar-Rodriguez, Javier Del Ser +6

In the last few years, the formulation of real-world optimization problems and their efficient solution via metaheuristic algorithms has been a catalyst for a myriad of research st…

quant-ph2024★ 10 cited

Satellite image classification with neural quantum kernels

Pablo Rodriguez-Grasa, Robert Farzan-Rodriguez, Gabriele Novelli +2

Achieving practical applications of quantum machine learning for real-world scenarios remains challenging despite significant theoretical progress. This paper proposes a novel appr…

cs.LG2024★ 4 cited

Reducing Spatial Discretization Error on Coarse CFD Simulations Using an OpenFOAM-Embedded Deep Learning Framework

Jesus Gonzalez-Sieiro, David Pardo, Vincenzo Nava +2

We propose a method for reducing the spatial discretization error of coarse computational fluid dynamics (CFD) problems by enhancing the quality of low-resolution simulations using…

quant-ph2024★ 12 cited

QOPTLib: a Quantum Computing Oriented Benchmark for Combinatorial Optimization Problems

Eneko Osaba, Esther Villar-Rodriguez

In this paper, we propose a quantum computing oriented benchmark for combinatorial optimization. This benchmark, coined as QOPTLib, is composed of 40 instances equally distributed…

quant-ph2024★ 17 cited

Quantum Optimization Methods for Satellite Mission Planning

Antón Makarov, Carlos Pérez-Herradón, Giacomo Franceschetto +5

Satellite mission planning for Earth observation satellites is a combinatorial optimization problem that consists of selecting the optimal subset of imaging requests, subject to co…

cs.HC2024

Validation of critical maneuvers based on shared control

Mauricio Marcano, Joseba Sarabia, Asier Zubizarreta +1

This paper presents the validation of shared control strategies for critical maneuvers in automated driving systems. Shared control involves collaboration between the driver and au…