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Author search results
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- Francesco Locatello
Institute of Science and Technology Austria, Klosterneuburg, Austria
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Publication search results
found 149 matches
- 2024
- Philipp Michael Faller, Leena C. Vankadara, Atalanti-Anastasia Mastakouri, Francesco Locatello, Dominik Janzing:
Self-Compatibility: Evaluating Causal Discovery without Ground Truth. AISTATS 2024: 4132-4140 - Ke Fan, Zechen Bai, Tianjun Xiao, Tong He, Max Horn, Yanwei Fu, Francesco Locatello, Zheng Zhang:
Adaptive Slot Attention: Object Discovery with Dynamic Slot Number. CVPR 2024: 23062-23071 - Avinash Kori, Francesco Locatello, Fabio De Sousa Ribeiro, Francesca Toni, Ben Glocker:
Grounded Object-Centric Learning. ICLR 2024 - Dingling Yao, Danru Xu, Sébastien Lachapelle, Sara Magliacane, Perouz Taslakian, Georg Martius, Julius von Kügelgen, Francesco Locatello:
Multi-View Causal Representation Learning with Partial Observability. ICLR 2024 - Md Rifat Arefin, Yan Zhang, Aristide Baratin, Francesco Locatello, Irina Rish, Dianbo Liu, Kenji Kawaguchi:
Unsupervised Concept Discovery Mitigates Spurious Correlations. ICML 2024 - Adeel Pervez, Francesco Locatello, Stratis Gavves:
Mechanistic Neural Networks for Scientific Machine Learning. ICML 2024 - Danru Xu, Dingling Yao, Sébastien Lachapelle, Perouz Taslakian, Julius von Kügelgen, Francesco Locatello, Sara Magliacane:
A Sparsity Principle for Partially Observable Causal Representation Learning. ICML 2024 - Francesco Locatello, Vanessa Didelez:
Causal Learning and Reasoning, 1-3 April 2024, Los Angeles, California, USA. Proceedings of Machine Learning Research 236, PMLR 2024 [contents] - Sindy Löwe, Francesco Locatello, Max Welling:
Binding Dynamics in Rotating Features. CoRR abs/2402.05627 (2024) - Adeel Pervez, Francesco Locatello, Efstratios Gavves:
Mechanistic Neural Networks for Scientific Machine Learning. CoRR abs/2402.13077 (2024) - Md Rifat Arefin, Yan Zhang, Aristide Baratin, Francesco Locatello, Irina Rish, Dianbo Liu, Kenji Kawaguchi:
Unsupervised Concept Discovery Mitigates Spurious Correlations. CoRR abs/2402.13368 (2024) - Danru Xu, Dingling Yao, Sébastien Lachapelle, Perouz Taslakian, Julius von Kügelgen, Francesco Locatello, Sara Magliacane:
A Sparsity Principle for Partially Observable Causal Representation Learning. CoRR abs/2403.08335 (2024) - Alp Eren Sari, Francesco Locatello, Paolo Favaro:
Two Tricks to Improve Unsupervised Segmentation Learning. CoRR abs/2404.03392 (2024) - Dingling Yao, Caroline Muller, Francesco Locatello:
Marrying Causal Representation Learning with Dynamical Systems for Science. CoRR abs/2405.13888 (2024) - Francesco Montagna, Max Cairney-Leeming, Dhanya Sridhar, Francesco Locatello:
Demystifying amortized causal discovery with transformers. CoRR abs/2405.16924 (2024) - Riccardo Cadei, Lukas Lindorfer, Sylvia Cremer, Cordelia Schmid, Francesco Locatello:
Smoke and Mirrors in Causal Downstream Tasks. CoRR abs/2405.17151 (2024) - Avinash Kori, Francesco Locatello, Ainkaran Santhirasekaram, Francesca Toni, Ben Glocker, Fabio De Sousa Ribeiro:
Identifiable Object-Centric Representation Learning via Probabilistic Slot Attention. CoRR abs/2406.07141 (2024) - Ke Fan, Zechen Bai, Tianjun Xiao, Tong He, Max Horn, Yanwei Fu, Francesco Locatello, Zheng Zhang:
Adaptive Slot Attention: Object Discovery with Dynamic Slot Number. CoRR abs/2406.09196 (2024) - Sanketh Vedula, Valentino Maiorca, Lorenzo Basile, Francesco Locatello, Alexander M. Bronstein:
Scalable unsupervised alignment of general metric and non-metric structures. CoRR abs/2406.13507 (2024) - Marco Fumero, Marco Pegoraro, Valentino Maiorca, Francesco Locatello, Emanuele Rodolà:
Latent Functional Maps. CoRR abs/2406.14183 (2024) - Valentino Maiorca, Luca Moschella, Marco Fumero, Francesco Locatello, Emanuele Rodolà:
Latent Space Translation via Inverse Relative Projection. CoRR abs/2406.15057 (2024) - Francesco Montagna, Philipp Michael Faller, Patrick Blöbaum, Elke Kirschbaum, Francesco Locatello:
Score matching through the roof: linear, nonlinear, and latent variables causal discovery. CoRR abs/2407.18755 (2024) - Valentinos Pariza, Mohammadreza Salehi, Gertjan J. Burghouts, Francesco Locatello, Yuki M. Asano:
NeCo: Improving DINOv2's spatial representations in 19 GPU hours with Patch Neighbor Consistency. CoRR abs/2408.11054 (2024) - Dingling Yao, Dario Rancati, Riccardo Cadei, Marco Fumero, Francesco Locatello:
Unifying Causal Representation Learning with the Invariance Principle. CoRR abs/2409.02772 (2024) - 2023
- Max F. Burg, Florian Wenzel, Dominik Zietlow, Max Horn, Osama Makansi, Francesco Locatello, Chris Russell:
Image retrieval outperforms diffusion models on data augmentation. Trans. Mach. Learn. Res. 2023 (2023) - Yuejiang Liu, Alexandre Alahi, Chris Russell, Max Horn, Dominik Zietlow, Bernhard Schölkopf, Francesco Locatello:
Causal Triplet: An Open Challenge for Intervention-centric Causal Representation Learning. CLeaR 2023: 553-573 - Francesco Montagna, Nicoletta Noceti, Lorenzo Rosasco, Kun Zhang, Francesco Locatello:
Causal Discovery with Score Matching on Additive Models with Arbitrary Noise. CLeaR 2023: 726-751 - Francesco Montagna, Nicoletta Noceti, Lorenzo Rosasco, Kun Zhang, Francesco Locatello:
Scalable Causal Discovery with Score Matching. CLeaR 2023: 752-771 - Matthias Tangemann, Steffen Schneider, Julius von Kügelgen, Francesco Locatello, Peter Vincent Gehler, Thomas Brox, Matthias Kümmerer, Matthias Bethge, Bernhard Schölkopf:
Unsupervised Object Learning via Common Fate. CLeaR 2023: 281-327 - Ke Fan, Zechen Bai, Tianjun Xiao, Dominik Zietlow, Max Horn, Zixu Zhao, Carl-Johann Simon-Gabriel, Mike Zheng Shou, Francesco Locatello, Bernt Schiele, Thomas Brox, Zheng Zhang, Yanwei Fu, Tong He:
Unsupervised Open-Vocabulary Object Localization in Videos. ICCV 2023: 13701-13709
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