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Alexander Amini
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2020 – today
- 2024
- [c27]Noel Loo, Ramin M. Hasani, Mathias Lechner, Alexander Amini, Daniela Rus:
Understanding Reconstruction Attacks with the Neural Tangent Kernel and Dataset Distillation. ICLR 2024 - [c26]Noel Loo, Alaa Maalouf, Ramin M. Hasani, Mathias Lechner, Alexander Amini, Daniela Rus:
Large Scale Dataset Distillation with Domain Shift. ICML 2024 - [c25]Mathias Lechner, Ramin M. Hasani, Alexander Amini, Tsun-Hsuan Wang, Thomas A. Henzinger, Daniela Rus:
Overparametrization helps offline-to-online generalization of closed-loop control from pixels. ICRA 2024: 2774-2782 - [c24]Tsun-Hsuan Wang, Alaa Maalouf, Wei Xiao, Yutong Ban, Alexander Amini, Guy Rosman, Sertac Karaman, Daniela Rus:
Drive Anywhere: Generalizable End-to-end Autonomous Driving with Multi-modal Foundation Models. ICRA 2024: 6687-6694 - [i30]Anass Bairouk, Mirjana Maras, Simon Herlin, Alexander Amini, Marc Blanchon, Ramin M. Hasani, Patrick Chareyre, Daniela Rus:
Exploring Latent Pathways: Enhancing the Interpretability of Autonomous Driving with a Variational Autoencoder. CoRR abs/2404.01750 (2024) - [i29]Yao Du, Carlos M. Mateo, Mirjana Maras, Tsun-Hsuan Wang, Marc Blanchon, Alexander Amini, Daniela Rus, Omar Tahri:
Toward Efficient Visual Gyroscopes: Spherical Moments, Harmonics Filtering, and Masking Techniques for Spherical Camera Applications. CoRR abs/2404.01924 (2024) - [i28]Alex Quach, Makram Chahine, Alexander Amini, Ramin M. Hasani, Daniela Rus:
Gaussian Splatting to Real World Flight Navigation Transfer with Liquid Networks. CoRR abs/2406.15149 (2024) - 2023
- [j11]Mathias Lechner, Alexander Amini, Daniela Rus, Thomas A. Henzinger:
Revisiting the Adversarial Robustness-Accuracy Tradeoff in Robot Learning. IEEE Robotics Autom. Lett. 8(3): 1595-1602 (2023) - [j10]Makram Chahine, Ramin M. Hasani, Patrick Kao, Aaron Ray, Ryan Shubert, Mathias Lechner, Alexander Amini, Daniela Rus:
Robust flight navigation out of distribution with liquid neural networks. Sci. Robotics 8(77) (2023) - [j9]Wei Xiao, Tsun-Hsuan Wang, Ramin M. Hasani, Makram Chahine, Alexander Amini, Xiao Li, Daniela Rus:
BarrierNet: Differentiable Control Barrier Functions for Learning of Safe Robot Control. IEEE Trans. Robotics 39(3): 2289-2307 (2023) - [c23]Ramin M. Hasani, Mathias Lechner, Tsun-Hsuan Wang, Makram Chahine, Alexander Amini, Daniela Rus:
Liquid Structural State-Space Models. ICLR 2023 - [c22]Zhijian Liu, Haotian Tang, Alexander Amini, Xinyu Yang, Huizi Mao, Daniela L. Rus, Song Han:
BEVFusion: Multi-Task Multi-Sensor Fusion with Unified Bird's-Eye View Representation. ICRA 2023: 2774-2781 - [c21]Tsun-Hsuan Wang, Wei Xiao, Makram Chahine, Alexander Amini, Ramin M. Hasani, Daniela Rus:
Learning Stability Attention in Vision-based End-to-end Driving Policies. L4DC 2023: 1099-1111 - [i27]Tsun-Hsuan Wang, Wei Xiao, Makram Chahine, Alexander Amini, Ramin M. Hasani, Daniela Rus:
Learning Stability Attention in Vision-based End-to-end Driving Policies. CoRR abs/2304.02733 (2023) - [i26]Sadhana Lolla, Iaroslav Elistratov, Alejandro Perez, Elaheh Ahmadi, Daniela Rus, Alexander Amini:
Capsa: A Unified Framework for Quantifying Risk in Deep Neural Networks. CoRR abs/2308.00231 (2023) - [i25]Tsun-Hsuan Wang, Alaa Maalouf, Wei Xiao, Yutong Ban, Alexander Amini, Guy Rosman, Sertac Karaman, Daniela Rus:
Drive Anywhere: Generalizable End-to-end Autonomous Driving with Multi-modal Foundation Models. CoRR abs/2310.17642 (2023) - [i24]Qi Yang, Shreya Ravikumar, Fynn Schmitt-Ulms, Satvik Lolla, Ege Demir, Iaroslav Elistratov, Alex Lavaee, Sadhana Lolla, Elaheh Ahmadi, Daniela Rus, Alexander Amini, Alejandro Perez:
Uncertainty-aware Language Modeling for Selective Question Answering. CoRR abs/2311.15451 (2023) - 2022
- [b1]Alexander Amini:
End-to-end Learning for Robust Decision Making. MIT, USA, 2022 - [j8]Ramin M. Hasani, Mathias Lechner, Alexander Amini, Lucas Liebenwein, Aaron Ray, Max Tschaikowski, Gerald Teschl, Daniela Rus:
Closed-form continuous-time neural networks. Nat. Mac. Intell. 4(11): 992-1003 (2022) - [j7]Ramin M. Hasani, Mathias Lechner, Alexander Amini, Lucas Liebenwein, Aaron Ray, Max Tschaikowski, Gerald Teschl, Daniela Rus:
Publisher Correction: Closed-form continuous-time neural networks. Nat. Mac. Intell. 4(12): 1267 (2022) - [j6]Paul Tylkin, Tsun-Hsuan Wang, Kyle Palko, Ross E. Allen, Ho Chit Siu, Daniel Wrafter, Tim Seyde, Alexander Amini, Daniela Rus:
Interpretable Autonomous Flight Via Compact Visualizable Neural Circuit Policies. IEEE Robotics Autom. Lett. 7(2): 3265-3272 (2022) - [c20]Paul Tylkin, Tsun-Hsuan Wang, Tim Seyde, Kyle Palko, Ross E. Allen, Alexander Amini, Daniela Rus:
Autonomous Flight Arcade Challenge: Single- and Multi-Agent Learning Environments for Aerial Vehicles. AAMAS 2022: 1744-1746 - [c19]Alexander Amini, Tsun-Hsuan Wang, Igor Gilitschenski, Wilko Schwarting, Zhijian Liu, Song Han, Sertac Karaman, Daniela Rus:
VISTA 2.0: An Open, Data-driven Simulator for Multimodal Sensing and Policy Learning for Autonomous Vehicles. ICRA 2022: 2419-2426 - [c18]Tsun-Hsuan Wang, Alexander Amini, Wilko Schwarting, Igor Gilitschenski, Sertac Karaman, Daniela Rus:
Learning Interactive Driving Policies via Data-driven Simulation. ICRA 2022: 7745-7752 - [c17]Noel Loo, Ramin M. Hasani, Alexander Amini, Daniela Rus:
Evolution of Neural Tangent Kernels under Benign and Adversarial Training. NeurIPS 2022 - [c16]Noel Loo, Ramin M. Hasani, Alexander Amini, Daniela Rus:
Efficient Dataset Distillation using Random Feature Approximation. NeurIPS 2022 - [i23]Wei Xiao, Tsun-Hsuan Wang, Makram Chahine, Alexander Amini, Ramin M. Hasani, Daniela Rus:
Differentiable Control Barrier Functions for Vision-based End-to-End Autonomous Driving. CoRR abs/2203.02401 (2022) - [i22]Mathias Lechner, Alexander Amini, Daniela Rus, Thomas A. Henzinger:
Revisiting the Adversarial Robustness-Accuracy Tradeoff in Robot Learning. CoRR abs/2204.07373 (2022) - [i21]Zhijian Liu, Haotian Tang, Alexander Amini, Xinyu Yang, Huizi Mao, Daniela Rus, Song Han:
BEVFusion: Multi-Task Multi-Sensor Fusion with Unified Bird's-Eye View Representation. CoRR abs/2205.13542 (2022) - [i20]Ramin M. Hasani, Mathias Lechner, Tsun-Hsuan Wang, Makram Chahine, Alexander Amini, Daniela Rus:
Liquid Structural State-Space Models. CoRR abs/2209.12951 (2022) - [i19]Mathias Lechner, Ramin M. Hasani, Alexander Amini, Tsun-Hsuan Wang, Thomas A. Henzinger, Daniela Rus:
Are All Vision Models Created Equal? A Study of the Open-Loop to Closed-Loop Causality Gap. CoRR abs/2210.04303 (2022) - [i18]Noel Loo, Ramin M. Hasani, Alexander Amini, Daniela Rus:
Evolution of Neural Tangent Kernels under Benign and Adversarial Training. CoRR abs/2210.12030 (2022) - [i17]Noel Loo, Ramin M. Hasani, Alexander Amini, Daniela Rus:
Efficient Dataset Distillation Using Random Feature Approximation. CoRR abs/2210.12067 (2022) - 2021
- [j5]Andrew Spielberg, Alexander Amini, Lillian Chin, Wojciech Matusik, Daniela Rus:
Co-Learning of Task and Sensor Placement for Soft Robotics. IEEE Robotics Autom. Lett. 6(2): 1208-1215 (2021) - [c15]Ramin M. Hasani, Mathias Lechner, Alexander Amini, Daniela Rus, Radu Grosu:
Liquid Time-constant Networks. AAAI 2021: 7657-7666 - [c14]Zhijian Liu, Alexander Amini, Sibo Zhu, Sertac Karaman, Song Han, Daniela L. Rus:
Efficient and Robust LiDAR-Based End-to-End Navigation. ICRA 2021: 13247-13254 - [c13]Charles Vorbach, Ramin M. Hasani, Alexander Amini, Mathias Lechner, Daniela Rus:
Causal Navigation by Continuous-time Neural Networks. NeurIPS 2021: 12425-12440 - [c12]Lucas Liebenwein, Ramin M. Hasani, Alexander Amini, Daniela Rus:
Sparse Flows: Pruning Continuous-depth Models. NeurIPS 2021: 22628-22642 - [i16]Zhijian Liu, Alexander Amini, Sibo Zhu, Sertac Karaman, Song Han, Daniela Rus:
Efficient and Robust LiDAR-Based End-to-End Navigation. CoRR abs/2105.09932 (2021) - [i15]Charles Vorbach, Ramin M. Hasani, Alexander Amini, Mathias Lechner, Daniela Rus:
Causal Navigation by Continuous-time Neural Networks. CoRR abs/2106.08314 (2021) - [i14]Lucas Liebenwein, Ramin M. Hasani, Alexander Amini, Daniela Rus:
Sparse Flows: Pruning Continuous-depth Models. CoRR abs/2106.12718 (2021) - [i13]Ramin M. Hasani, Mathias Lechner, Alexander Amini, Lucas Liebenwein, Max Tschaikowski, Gerald Teschl, Daniela Rus:
Closed-form Continuous-Depth Models. CoRR abs/2106.13898 (2021) - [i12]Alexander Amini, Tsun-Hsuan Wang, Igor Gilitschenski, Wilko Schwarting, Zhijian Liu, Song Han, Sertac Karaman, Daniela Rus:
VISTA 2.0: An Open, Data-driven Simulator for Multimodal Sensing and Policy Learning for Autonomous Vehicles. CoRR abs/2111.12083 (2021) - [i11]Tsun-Hsuan Wang, Alexander Amini, Wilko Schwarting, Igor Gilitschenski, Sertac Karaman, Daniela Rus:
Learning Interactive Driving Policies via Data-driven Simulation. CoRR abs/2111.12137 (2021) - 2020
- [j4]Mathias Lechner, Ramin M. Hasani, Alexander Amini, Thomas A. Henzinger, Daniela Rus, Radu Grosu:
Neural circuit policies enabling auditable autonomy. Nat. Mach. Intell. 2(10): 642-652 (2020) - [j3]Alexander Amini, Igor Gilitschenski, Jacob Phillips, Julia Moseyko, Rohan Banerjee, Sertac Karaman, Daniela Rus:
Learning Robust Control Policies for End-to-End Autonomous Driving From Data-Driven Simulation. IEEE Robotics Autom. Lett. 5(2): 1143-1150 (2020) - [c11]Igor Gilitschenski, Roshni Sahoo, Wilko Schwarting, Alexander Amini, Sertac Karaman, Daniela Rus:
Deep Orientation Uncertainty Learning based on a Bingham Loss. ICLR 2020 - [c10]Ramin M. Hasani, Mathias Lechner, Alexander Amini, Daniela Rus, Radu Grosu:
A Natural Lottery Ticket Winner: Reinforcement Learning with Ordinary Neural Circuits. ICML 2020: 4082-4093 - [c9]Alexander Amini, Jeffrey I. Lipton, Daniela Rus:
Uncertainty Aware Texture Classification and Mapping Using Soft Tactile Sensors. IROS 2020: 4249-4256 - [c8]Alexander Amini, Wilko Schwarting, Ava Soleimany, Daniela Rus:
Deep Evidential Regression. NeurIPS 2020 - [i10]Ramin M. Hasani, Mathias Lechner, Alexander Amini, Daniela Rus, Radu Grosu:
Liquid Time-constant Networks. CoRR abs/2006.04439 (2020)
2010 – 2019
- 2019
- [c7]Alexander Amini, Ava P. Soleimany, Wilko Schwarting, Sangeeta N. Bhatia, Daniela Rus:
Uncovering and Mitigating Algorithmic Bias through Learned Latent Structure. AIES 2019: 289-295 - [c6]Alexander Amini, Guy Rosman, Sertac Karaman, Daniela Rus:
Variational End-to-End Navigation and Localization. ICRA 2019: 8958-8964 - [c5]Ramin M. Hasani, Alexander Amini, Mathias Lechner, Felix Naser, Radu Grosu, Daniela Rus:
Response Characterization for Auditing Cell Dynamics in Long Short-term Memory Networks. IJCNN 2019: 1-8 - [c4]Felix Naser, Igor Gilitschenski, Alexander Amini, Christina Liao, Guy Rosman, Sertac Karaman, Daniela Rus:
Infrastructure-free NLoS Obstacle Detection for Autonomous Cars. IROS 2019: 250-257 - [i9]Alexander Amini, Wilko Schwarting, Ava Soleimany, Daniela Rus:
Deep Evidential Regression. CoRR abs/1910.02600 (2019) - 2018
- [c3]Alexander Amini, Liam Paull, Thomas Balch, Sertac Karaman, Daniela Rus:
Learning Steering Bounds for Parallel Autonomous Systems. ICRA 2018: 1-8 - [c2]Alexander Amini, Wilko Schwarting, Guy Rosman, Brandon Araki, Sertac Karaman, Daniela Rus:
Variational Autoencoder for End-to-End Control of Autonomous Driving with Novelty Detection and Training De-biasing. IROS 2018: 568-575 - [c1]Felix Naser, Igor Gilitschenski, Guy Rosman, Alexander Amini, Frédo Durand, Antonio Torralba, Gregory W. Wornell, William T. Freeman, Sertac Karaman, Daniela Rus:
ShadowCam: Real-Time Detection of Moving Obstacles Behind A Corner For Autonomous Vehicles. ITSC 2018: 560-567 - [i8]Alexander Amini, Ava Soleimany, Sertac Karaman, Daniela Rus:
Spatial Uncertainty Sampling for End-to-End Control. CoRR abs/1805.04829 (2018) - [i7]Ramin M. Hasani, Alexander Amini, Mathias Lechner, Felix Naser, Radu Grosu, Daniela Rus:
Response Characterization for Auditing Cell Dynamics in Long Short-term Memory Networks. CoRR abs/1809.03864 (2018) - [i6]Ramin M. Hasani, Mathias Lechner, Alexander Amini, Daniela Rus, Radu Grosu:
Re-purposing Compact Neuronal Circuit Policies to Govern Reinforcement Learning Tasks. CoRR abs/1809.04423 (2018) - [i5]Ramin M. Hasani, Mathias Lechner, Alexander Amini, Daniela Rus, Radu Grosu:
Liquid Time-constant Recurrent Neural Networks as Universal Approximators. CoRR abs/1811.00321 (2018) - [i4]Alexander Amini, Guy Rosman, Sertac Karaman, Daniela Rus:
Variational End-to-End Navigation and Localization. CoRR abs/1811.10119 (2018) - 2017
- [i3]Yuji Yoshimura, Alexander Amini, Stanislav Sobolevsky, Josep Blat, Carlo Ratti:
Analysis of pedestrian behaviors through non-invasive Bluetooth monitoring. CoRR abs/1702.00546 (2017) - 2016
- [j2]Yuji Yoshimura, Alexander Amini, Stanislav Sobolevsky, Josep Blat, Carlo Ratti:
Analysis of Customers' Spatial Distribution Through Transaction Datasets. Trans. Large Scale Data Knowl. Centered Syst. 27: 177-189 (2016) - [i2]Alexander Amini, Berthold K. P. Horn, Alan Edelman:
Accelerated Convolutions for Efficient Multi-Scale Time to Contact Computation in Julia. CoRR abs/1612.08825 (2016) - 2014
- [j1]Alexander Amini, Kevin S. Kung, Chaogui Kang, Stanislav Sobolevsky, Carlo Ratti:
The impact of social segregation on human mobility in developing and industrialized regions. EPJ Data Sci. 3(1): 6 (2014) - [i1]Alexander Amini, Kevin S. Kung, Chaogui Kang, Stanislav Sobolevsky, Carlo Ratti:
The Impact of Social Segregation on Human Mobility in Developing and Urbanized Regions. CoRR abs/1401.5743 (2014)
Coauthor Index
aka: Daniela L. Rus
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last updated on 2024-09-04 00:31 CEST by the dblp team
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