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Aman Sinha
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Year
Certifying some distributional robustness with principled adversarial training
A Sinha, H Namkoong, J Duchi
International Conference on Learning Representations (ICLR), 2018
10592018
Scalable End-to-End Autonomous Vehicle Testing via Rare-event Simulation
M O'Kelly, A Sinha, H Namkoong, JC Duchi, R Tedrake
Advances in Neural Information Processing Systems, 9848-9859, 2018
2372018
Learning kernels with random features
A Sinha, JC Duchi
NIPS, 1298-1306, 2016
1162016
Visualizing the very-large-scale motions in turbulent pipe flow
LHO Hellström, A Sinha, AJ Smits
Physics of Fluids 23 (1), 2011
1062011
Efficient Black-box Assessment of Autonomous Vehicle Safety
J Norden, M O'Kelly, A Sinha
arXiv preprint arXiv:1912.03618, 2019
742019
Objective measurement of function following lumbar spinal stenosis decompression reveals improved functional capacity with stagnant real-life physical activity
M Smuck, A Muaremi, P Zheng, J Norden, A Sinha, R Hu, ...
The Spine Journal 18 (1), 15-21, 2018
602018
Adaptive sampling probabilities for non-smooth optimization
H Namkoong, A Sinha, S Yadlowsky, JC Duchi
International Conference on Machine Learning, 2574-2583, 2017
482017
Objective measurement of free-living physical activity (performance) in lumbar spinal stenosis: are physical activity guidelines being met?
J Norden, M Smuck, A Sinha, R Hu, C Tomkins-Lane
The Spine Journal 17 (1), 26-33, 2017
392017
Neural bridge sampling for evaluating safety-critical autonomous systems
A Sinha, M O'Kelly, R Tedrake, JC Duchi
Advances in Neural Information Processing Systems 33, 6402-6416, 2020
342020
Formulazero: Distributionally robust online adaptation via offline population synthesis
A Sinha, M O’Kelly, H Zheng, R Mangharam, J Duchi, R Tedrake
International Conference on Machine Learning, 8992-9004, 2020
322020
Digital biomarkers of spine and musculoskeletal disease from accelerometers: Defining phenotypes of free-living physical activity in knee osteoarthritis and lumbar spinal stenosis
C Tomkins-Lane, J Norden, A Sinha, R Hu, M Smuck
The Spine Journal 19 (1), 15-23, 2019
162019
Embedding Synthetic Off-Policy Experience for Autonomous Driving via Zero-Shot Curricula
E Bronstein, S Srinivasan, S Paul, A Sinha, M O’Kelly, P Nikdel, ...
Conference on Robot Learning, 188-198, 2023
72023
Safety-critical machine learning: development and testing
A Sinha
Stanford University, 2020
12020
In-silico Risk Analysis of Personalized Artificial Pancreas Controllers via Rare-event Simulation
M O'Kelly, A Sinha, J Norden, H Namkoong
arXiv preprint arXiv:1812.00293, 2018
12018
Certifiable distributional robustness with principled adversarial training
A Sinha, H Namkoong, J Duchi
arXiv preprint arXiv:1710.10571 2, 2017
2017
Novel use of accelerometry data to develop phenotypes of free-living physical activity (performance) and differentiate between knee osteoarthritis, lumbar spinal stenosis, and …
C Tomkins-Lane, J Norden, A Sinha, R Hu, M Smuck
Osteoarthritis and Cartilage 24, S430, 2016
2016
Objective measurement of free-living physical activity (performance) in lumbar spinal stenosis: are physical activity guidelines being met?
J Norden, M Smuck, A Sinha, R Hu, C Tomkins-Lane
Osteoarthritis and Cartilage 24, S481, 2016
2016
Characterizing and distinguishing free-living physical activity (performance) in disease populations using accelerometry data: Applying new analytic techniques to derive …
A Sinha, J Norden, C Tomkins-Lane, R Hu, M Smuck
Osteoarthritis and Cartilage 24, S203, 2016
2016
Dynamic management of network risk from epidemic phenomena
A Sinha, J Duchi, N Bambos
2015 54th IEEE Conference on Decision and Control (CDC), 1583-1588, 2015
2015
Coordinate Descent with Coupled Constraints
A Sinha
2015
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