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Deep-Learning vs Regression: Prediction of Tourism Flow with Limited Data



Julian Lemmel , Zahra Babaiee , Marvin Kleinlehner , Ivan Majic , Philipp Neubauer , Johannes Scholz , Radu Grosu , Sophie A. Neubauer

* Accepted for publication at the IJCAI'22 Workshop AI for Time Series Analysis (AI4TS-22) 

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Entangled Residual Mappings



Mathias Lechner , Ramin Hasani , Zahra Babaiee , Radu Grosu , Daniela Rus , Thomas A. Henzinger , Sepp Hochreiter

* 21 Pages 

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End-to-End Sensitivity-Based Filter Pruning



Zahra Babaiee , Lucas Liebenwein , Ramin Hasani , Daniela Rus , Radu Grosu


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Multi-Agent Spatial Predictive Control with Application to Drone Flocking (Extended Version)



Andreas Brandstätter , Scott A. Smolka , Scott D. Stoller , Ashish Tiwari , Radu Grosu


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3D-OOCS: Learning Prostate Segmentation with Inductive Bias



Shrajan Bhandary , Zahra Babaiee , Dejan Kostyszyn , Tobias Fechter , Constantinos Zamboglou , Anca Grosu , Radu Grosu


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From STL Rulebooks to Rewards



Edgar A. Aguilar , Luigi Berducci , Axel Brunnbauer , Radu Grosu , Dejan Ničković

* 7 pages main, 4 pages appendix 

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From English to Signal Temporal Logic



Jie He , Ezio Bartocci , Dejan Ničković , Haris Isakovic , Radu Grosu

* 12 pages 

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GoTube: Scalable Stochastic Verification of Continuous-Depth Models



Sophie Gruenbacher , Mathias Lechner , Ramin Hasani , Daniela Rus , Thomas A. Henzinger , Scott Smolka , Radu Grosu

* 17 Pages 

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On-Off Center-Surround Receptive Fields for Accurate and Robust Image Classification



Zahra Babaiee , Ramin Hasani , Mathias Lechner , Daniela Rus , Radu Grosu

* 21 Pages. Accepted for publication in the proceedings of the 38th International Conference on Machine Learning (ICML) 2021 

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Adversarial Training is Not Ready for Robot Learning



Mathias Lechner , Ramin Hasani , Radu Grosu , Daniela Rus , Thomas A. Henzinger

* Accepted at the IEEE International Conference on Robotics and Automation (ICRA) 2021 

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