Publications

Omar Oubari, Georgios Exarchakis, Gregor Lenz, R.B Benosman, Sio-Hoi Ieng (2022). Efficient spatio-temporal feature clustering for large event-based datasets. Neuromorphic Computing and Engineering.

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Sanat Ramesh, Vinkle Srivastav, Deepak Alapatt, Tong Yu, Aditya Murali, Luca Sestini, Chinedu Innocent Nwoye, Idris Hamoud, Antoine Fleurentin, Georgios Exarchakis, Alexandros Karargyris, Nicolas Padoy (2022). Dissecting Self-Supervised Learning Methods for Surgical Computer Vision. Pre-Print.

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Georgios Exarchakis, Omar Oubari, Gregor Lenz (2022). A sampling-based approach for efficient clustering in large datasets. In CVPR 2022.

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Georgios Exarchakis, Jörg Bornschein, Abdul-Saboor Sheikh, Zhenwen Dai, Marc Henniges, Jakob Drefs, Jörg Lücke (2019). ProSper - A Python Library for Probabilistic Sparse Coding with Non-Standard Priors and Superpositions. A Python Library for Probabilistic Sparse Coding with Non-Standard Priors and Superpositions.

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Mathieu Andreux, Tomás Angles, Georgios Exarchakis, Roberto Leonarduzzi, Gaspar Rochette, Louis Thiry, John Zarka, Stéphane Mallat, Joakim Andén, Eugene Belilovsky, Joan Bruna, Vincent Lostanlen, Matthew J. Hirn, Edouard Oyallon, Sixhin Zhang, Carmine Cella, Michael Eickenberg (2018). Kymatio: Scattering Transforms in Python. JMLR.

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Jörg Lücke, Zhenwen Dai, Georgios Exarchakis (2018). Truncated Variational Sampling for ‘Black Box’ Optimization of Generative Models. In LVA/ICA.

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Michael Eickenberg, Georgios Exarchakis, Matthew Hirn, Stéphane Mallat, Louis Thiry (2018). Solid harmonic wavelet scattering for predictions of molecule properties. In JCP.

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Michael Eickenberg, Georgios Exarchakis, Matthew Hirn, Stéphane Mallat (2017). Solid Harmonic Wavelet Scattering: Predicting Quantum Molecular Energy from Invariant Descriptors of 3D Electronic Densities. In NIPS.

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Georgios Exarchakis, Jörg Lücke (2017). Discrete Sparse Coding. In NeCo.

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Georgios Exarchakis (2016). Probabilistic Models for Invariant Representations and Transformations. Doctoral Dissertation.

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Zhenwen Dai, Georgios Exarchakis, Jörg Lücke (2013). What Are the Invariant Occlusive Components of Image Patches? A Probabilistic Generative Approach. In NIPS.

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Roland Memisevic, Georgios Exarchakis (2013). Learning invariant features by harnessing the aperture problem. In ICML 2013.

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Georgios Exarchakis, Marc Henniges, Julian Eggert, Jörg Lücke (2012). Ternary Sparse Coding. LVA/ICA.

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Georgios Exarchakis, Marc Henniges, Jörg Lücke (2011). Discrete Symmetric Priors for Sparse Coding. In Bernstein Conference.

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