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Mateusz Pach

@mateuszpach

ELLIS PhD Student @ TU Munich and Helmholtz AI πŸ”βš™οΈ Interpretability πŸ–ΌοΈπŸ“š Multimodal ML ✨🎨 Generative AI

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20.11.2024
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Latest posts by Mateusz Pach @mateuszpach

πŸ“ Poster: Sat 10–12:30 PM, Hall 3 + 2B #516

24.04.2025 00:39 πŸ‘ 0 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

πŸ“„ Paper: openreview.net/pdf?id=BM9qf...

24.04.2025 00:38 πŸ‘ 0 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0

πŸ’‘LucidPPN clears up the confusion by separating color from shape and texture features, and by consistently aligning parts to the same object regions across classes. The result? More interpretable, more intuitive explanations β€” backed by user studies.

24.04.2025 00:38 πŸ‘ 0 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0

πŸ” Prototypical parts models offer trustworthy but sometimes ambiguous explanations for their decisions…

24.04.2025 00:37 πŸ‘ 0 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0
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I'm attending #ICLR #Singapore this week to present LucidPPN: Unambiguous Prototypical Parts Network for Interpretable Computer Vision. Let’s meet and chat explainable #AI πŸ™‚

πŸ§΅πŸ‘‡

24.04.2025 00:36 πŸ‘ 6 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0