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Maciej Zięba

2 papers indexed

arxivcs.LGcs.AI2026-07-24

CEL: Comprehensive Counterfactual Explanations Library and Benchmark

Oleksii Furman, Łukasz Lenkiewicz, Marcel Musiałek, Maciej Zięba

Counterfactual explanations are a prominent approach in explainable artificial intelligence (xAI), providing actionable guidance on what input changes would alter a model's prediction to a desired outcome. While early methods primarily focused on minimal feature changes, recent w…

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arxivcs.CVcs.AI2026-06-26

Mind the Gap: Quantifying the Domain Gap in Cross-Sensor Diffusion Super-Resolution

Dawid Kopeć, Katarzyna Jabłońska, Wojciech Kozłowski, Maciej Zięba

Demand for high-resolution satellite imagery has increased interest in super-resolution (SR) to bridge the spatial resolution gap between freely available missions such as Sentinel-2 and commercial systems like PlanetScope. Because no sensor provides true paired low- and high-res…

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