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Alexander Amini
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Deep evidential regression
A Amini, W Schwarting, A Soleimany, D Rus
Advances in Neural Information Processing Systems (NeurIPS) 33, 2020
2062020
Uncovering and mitigating algorithmic bias through learned latent structure
A Amini*, A Soleimany*, W Schwarting, S Bhatia, D Rus
AAAI/ACM Conf. on AI Ethics and Society (AIES), 2019
1972019
Learning robust control policies for end-to-end autonomous driving from data-driven simulation
A Amini, I Gilitschenski, J Phillips, J Moseyko, R Banerjee, S Karaman, ...
IEEE Robotics and Automation Letters 5 (2), 1143-1150, 2020
1422020
Neural circuit policies enabling auditable autonomy
M Lechner*, R Hasani*, A Amini, TA Henzinger, D Rus, R Grosu
Nature Machine Intelligence 2 (10), 642-652, 2020
1372020
The impact of social segregation on human mobility in developing and industrialized regions
A Amini, K Kung, C Kang, S Sobolevsky, C Ratti
EPJ Data Science 3 (1), 1-20, 2014
1372014
BEVFusion: Multi-Task Multi-Sensor Fusion with Unified Bird's-Eye View Representation
Z Liu, H Tang, A Amini, X Yang, H Mao, D Rus, S Han
arXiv preprint arXiv:2205.13542, 2022
1262022
Variational end-to-end navigation and localization
A Amini, G Rosman, S Karaman, D Rus
IEEE International Conference on Robotics and Automation (ICRA), 8958-8964, 2019
1222019
Liquid Time-constant Networks
R Hasani*, M Lechner*, A Amini, D Rus, R Grosu
Proceedings of the AAAI Conference on Artificial Intelligence (AAAI) 35 (9), 2021
882021
Variational autoencoder for end-to-end control of autonomous driving with novelty detection and training de-biasing
A Amini, W Schwarting, G Rosman, B Araki, S Karaman, D Rus
2018 IEEE/RSJ International Conference on Intelligent Robots and Systems …, 2018
762018
System and method for motion analysis and feedback with ongoing dynamic training orientation determination
AA Amini
US Patent App. 13/183,306, 2013
742013
Evidential deep learning for guided molecular property prediction and discovery
AP Soleimany*, A Amini*, S Goldman*, D Rus, SN Bhatia, CW Coley
ACS Central Science, 2021
642021
Introduction to Deep Learning: MIT 6.S191
A Amini, A Soleimany
MIT 6.S191, 2018
61*2018
Deep orientation uncertainty learning based on a bingham loss
I Gilitschenski, R Sahoo, W Schwarting, A Amini, S Karaman, D Rus
International Conference on Learning Representations (ICLR), 2019
502019
Spatial uncertainty sampling for end-to-end control
A Amini, A Soleimany, S Karaman, D Rus
NeurIPS Workshop on Bayesian Deep Learning, 2017
392017
Analysis of pedestrian behaviors through non-invasive Bluetooth monitoring
Y Yoshimura, A Amini, S Sobolevsky, J Blat, C Ratti
Applied geography 81, 43-51, 2017
362017
The natural lottery ticket winner: Reinforcement learning with ordinary neural circuits
R Hasani*, M Lechner*, A Amini, D Rus, R Grosu
International Conference on Machine Learning (ICML), 2020
34*2020
System and method for adaptive delivery of game balls based on player-specific performance data analysis
AA Amini
US Patent 8,419,560, 2013
292013
Causal navigation by continuous-time neural networks
C Vorbach*, R Hasani*, A Amini, M Lechner, D Rus
Advances in Neural Information Processing Systems (NeurIPS) 34, 2021
282021
VISTA 2.0: An Open, Data-driven Simulator for Multimodal Sensing and Policy Learning for Autonomous Vehicles
A Amini*, TH Wang*, I Gilitschenski, W Schwarting, Z Liu, S Han, ...
IEEE International Conference on Robotics and Automation (ICRA), 2022
272022
Closed-form continuous-time neural networks
R Hasani*, M Lechner*, A Amini, L Liebenwein, A Ray, M Tschaikowski, ...
Nature Machine Intelligence, 1-12, 2022
26*2022
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