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Contributions to Explainability and Attack Detection in Deep Learning

• Authors : Haffar, Rami; University/Department: Universitat Rovira i Virgili. Departament d'Enginyeria Informàtica i Matemàtiques; ...

Subjects: Explicabilitat; Intel · ligència artificial; Detecció d'atacs

• Source: TDX (Tesis Doctorals en Xarxa)

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Common Steps in Machine Learning Might Hinder The Explainability Aims in Medicine

• Authors : Salih, Ahmed M

Subjects: Computer Science - Machine Learning; Computer Science - Computers and Society

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DLFormer: Enhancing Explainability in Multivariate Time Series Forecasting using Distributed Lag Embedding

• Authors : Kim, Younghwi; Kim, Dohee; Sim, Sunghyun

Subjects: Computer Science - Machine Learning

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Demystifying Functional Random Forests: Novel Explainability Tools for Model Transparency in High-Dimensional Spaces

• Authors : Maturo, Fabrizio; Porreca, Annamaria

Subjects: Statistics - Machine Learning; Computer Science - Machine Learning; Mathematics - Statistics Theory

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Play Me Something Icy: Practical Challenges, Explainability and the Semantic Gap in Generative AI Music

• Authors : Allison, Jesse; Farrar, Drew; Nash, Treya

Subjects: Computer Science - Sound; Computer Science - Artificial Intelligence; Electrical Engineering and Systems Science - Audio and Speech Processing

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Cluster-Segregate-Perturb (CSP): A Model-agnostic Explainability Pipeline for Spatiotemporal Land Surface Forecasting Models

• Authors : Verma, Tushar; Saha, Sudipan

Subjects: Computer Science - Machine Learning; Electrical Engineering and Systems Science - Image and Video Processing

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Investigating Adversarial Attacks in Software Analytics via Machine Learning Explainability

• Authors : Awal, MD Abdul; Rochan, Mrigank; Roy, Chanchal K.

Subjects: Computer Science - Software Engineering

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The Susceptibility of Example-Based Explainability Methods to Class Outliers

• Authors : Nematov, Ikhtiyor; Sacharidis, Dimitris; Sagi, Tomer

Subjects: Computer Science - Machine Learning

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MaskInversion: Localized Embeddings via Optimization of Explainability Maps

• Authors : Bousselham, Walid; Chaybouti, Sofian; Rupprecht, Christian

Subjects: Computer Science - Computer Vision and Pattern Recognition

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Monetizing Currency Pair Sentiments through LLM Explainability

• Authors : Limonad, Lior; Fournier, Fabiana; Díaz, Juan Manuel Vera

Subjects: Computer Science - Artificial Intelligence; 68T50

• Source: AIFin workshop at ECAI 2024

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