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Mateja Jamnik

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Do Concept Bottleneck Models Obey Locality?

Jan 02, 2024
Naveen Raman, Mateo Espinosa Zarlenga, Juyeon Heo, Mateja Jamnik

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HEALNet -- Hybrid Multi-Modal Fusion for Heterogeneous Biomedical Data

Nov 20, 2023
Konstantin Hemker, Nikola Simidjievski, Mateja Jamnik

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Multilingual Mathematical Autoformalization

Nov 09, 2023
Albert Q. Jiang, Wenda Li, Mateja Jamnik

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Learning to Receive Help: Intervention-Aware Concept Embedding Models

Sep 29, 2023
Mateo Espinosa Zarlenga, Katherine M. Collins, Krishnamurthy Dvijotham, Adrian Weller, Zohreh Shams, Mateja Jamnik

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Enhancing Representation Learning on High-Dimensional, Small-Size Tabular Data: A Divide and Conquer Method with Ensembled VAEs

Jun 27, 2023
Navindu Leelarathna, Andrei Margeloiu, Mateja Jamnik, Nikola Simidjievski

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ProtoGate: Prototype-based Neural Networks with Local Feature Selection for Tabular Biomedical Data

Jun 21, 2023
Xiangjian Jiang, Andrei Margeloiu, Nikola Simidjievski, Mateja Jamnik

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Evaluating Language Models for Mathematics through Interactions

Jun 02, 2023
Katherine M. Collins, Albert Q. Jiang, Simon Frieder, Lionel Wong, Miri Zilka, Umang Bhatt, Thomas Lukasiewicz, Yuhuai Wu, Joshua B. Tenenbaum, William Hart, Timothy Gowers, Wenda Li, Adrian Weller, Mateja Jamnik

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Interpretable Neural-Symbolic Concept Reasoning

Apr 27, 2023
Pietro Barbiero, Gabriele Ciravegna, Francesco Giannini, Mateo Espinosa Zarlenga, Lucie Charlotte Magister, Alberto Tonda, Pietro Lio', Frederic Precioso, Mateja Jamnik, Giuseppe Marra

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CGXplain: Rule-Based Deep Neural Network Explanations Using Dual Linear Programs

Apr 11, 2023
Konstantin Hemker, Zohreh Shams, Mateja Jamnik

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