Aman Sinha

According to our database, Aman Sinha authored at least 11 papers between 2015 and 2022.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2022

Embedding Synthetic Off-Policy Experience for Autonomous Driving via Zero-Shot Curricula.

Eli Bronstein, Sirish Srinivasan, Supratik Paul, Aman Sinha, Matthew O'Kelly, Payam Nikdel, Shimon Whiteson

Proceedings of the Conference on Robot Learning, 2022

2020

Neural Bridge Sampling for Evaluating Safety-Critical Autonomous Systems.

Aman Sinha, Matthew O'Kelly, Russ Tedrake, John C. Duchi

Proceedings of the Advances in Neural Information Processing Systems 33: Annual Conference on Neural Information Processing Systems 2020, 2020

FormulaZero: Distributionally Robust Online Adaptation via Offline Population Synthesis.

Aman Sinha, Matthew O'Kelly, Hongrui Zheng, Rahul Mangharam, John C. Duchi, Russ Tedrake

Proceedings of the 37th International Conference on Machine Learning, 2020

2019

Efficient Black-box Assessment of Autonomous Vehicle Safety.

Justin Norden, Matthew O'Kelly, Aman Sinha

CoRR, 2019

2018

In-silico Risk Analysis of Personalized Artificial Pancreas Controllers via Rare-event Simulation.

Matthew O'Kelly, Aman Sinha, Justin Norden, Hongseok Namkoong

CoRR, 2018

Scalable End-to-End Autonomous Vehicle Testing via Rare-event Simulation.

Matthew O'Kelly, Aman Sinha, Hongseok Namkoong, Russ Tedrake, John C. Duchi

Proceedings of the Advances in Neural Information Processing Systems 31: Annual Conference on Neural Information Processing Systems 2018, 2018

Certifying Some Distributional Robustness with Principled Adversarial Training.

Aman Sinha, Hongseok Namkoong, John C. Duchi

Proceedings of the 6th International Conference on Learning Representations, 2018

2017

Certifiable Distributional Robustness with Principled Adversarial Training.

Aman Sinha, Hongseok Namkoong, John C. Duchi

CoRR, 2017

Adaptive Sampling Probabilities for Non-Smooth Optimization.

Hongseok Namkoong, Aman Sinha, Steve Yadlowsky, John C. Duchi

Proceedings of the 34th International Conference on Machine Learning, 2017

2016

Learning Kernels with Random Features.

Aman Sinha, John C. Duchi

Proceedings of the Advances in Neural Information Processing Systems 29: Annual Conference on Neural Information Processing Systems 2016, 2016

2015

Dynamic management of network risk from epidemic phenomena.

Aman Sinha, John C. Duchi, Nicholas Bambos

Proceedings of the 54th IEEE Conference on Decision and Control, 2015