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Publications
Journal Papers
- T.Y. Mina, A. Kanhere, S. Kousik, and G.X. Gao. “Stochastic Reachability-Based GPS Spoofing Detection with Chimera Signal Enhancement.” NAVIGATION, Journal of the Institute of Navigation (ION), December 2023.
- S. Bhamidipati, S. Kousik, and G.X. Gao. “Set-Valued Shadow Matching Using Zonotopes for 3-D Map-Aided GNSS Localization.” NAVIGATION, Journal of the Institute of Navigation (ION), February 2023.
- M. Selim, A. Alanwar, S. Kousik, G.X. Gao, M. Pavone, and K. Johansson. “Safe Reinforcement Learning Using Black-Box Reachability Analysis.” IEEE Robotics and Automation Letters, July 2022.
- S. Kousik, A. Dai, and G.X. Gao. “Ellipsotopes: Combining Ellipsoids and Zonotopes for Reachability Analysis and Fault Detection.” IEEE Transactions on Automatic Control, July 2022.
- Y.S. Shao, C. Chao, S. Kousik, and R. Vasudevan. “Reachability-based Trajectory Safeguard (RTS): A Safe and Fast Reinforcement Learning Safety Layer for Continuous Control.” IEEE Robotics and Automation Letters, March 2021.
- S. Kousik, B. Zhang, P. Zhao, and R. Vasudevan. “Safe, optimal, real-time trajectory planning with a parallel constrained Bernstein algorithm.” IEEE Transactions on Robotics, November 2020.
- S. Kousik, S. Vaskov, F. Bu, M. Johnson-Roberson, and R. Vasudevan. “Bridging the gap between safety and real-time performance in receding-horizon trajectory design for mobile robots.” The International Journal of Robotics Research, August 2020.
Refereed Conference & Workshop Papers
- A. Shamsah, K. Agarwal, S. Kousik, Y. Zhao. “Real-time Model Predictive Control with Zonotope-Based Neural Networks for Bipedal Social Navigation.” International Conference on Intelligent Robots and Systems, Abu Dhabi, United Arab Emirates, Oct 2024.
- L.K. Chung, W. Jung, C. Kong, S. Kousik. “Goal-Reaching Trajectory Design Near Danger with Piecewise Affine Reach-avoid Computation.” Robotics: Science and Systems, Delft, Netherlands, July 2024.
- L. Paparusso, S. Kousik, E. Schmerling, F. Braghin, M. Pavone. “ZAPP! Zonotope Agreement of Prediction and Planning for Continuous-Time Collision Avoidance with Discrete-Time Dynamics.” IEEE International Conference on Robotics and Automation, Yokohama, Japan, May 2024.
- J. Sun, S. Kousik, D. Fridovich-Keil, and M. Schwager. “Connected Autonomous Vehicle Motion Planning with Video Predictions from Smart, Self-Supervised Infrastructure.” IEEE Intelligent Transportation Systems Conference, Bilbao, Spain, September 2023.
- J. Sun, S. Kousik, D. Fridovich-Keil, and M. Schwager. “Self-Supervised Traffic Advisors: Distributed, Multi-view Traffic Prediction for Smart Cities.” IEEE Intelligent Transportation Systems Conference, Macau, October 2022.
- S. Bhamidipati, S. Kousik, and G.X. Gao. “Set-Valued Shadow Matching using Zonotopes.” Institute of Navigation (ION) GNSS+ Conference, virtual, September 2021.
- T.Y. Mina, A. Kanhere, S. Kousik, and G.X. Gao. “Continuous GPS Authentication with Chimera using Stochastic Reachability Analysis.” Institute of Navigation (ION) GNSS+ Conference, virtual, September 2021.
- L.K. Chung, A. Dai, D. Knowles, S. Kousik, and G.X. Gao. “Constrained Feedforward Neural Network Training via Reachability Analysis.” Robotics for People workshop at R:SS’21, virtual, July 2021.
- P. Holmes, S. Kousik, B. Zhang, D. Raz, C. Barbalata, M. Johnson-Roberson, and R. Vasudevan. “Reachable sets for safe, real-time manipulator trajectory design.” Robotics: Science and Systems, virtual conference, July 2020.
- S. Vaskov, H. Larson, S. Kousik, M. Johnson-Roberson, and R. Vasudevan. “Not-at-Fault Driving in Traffic: A Reachability-Based Approach.” IEEE Intelligent Transportation Systems Conference, Auckland, New Zealand, October 2019.
- S. Kousik, P. Holmes, and R. Vasudevan. “Safe, aggressive quadrotor flight via reachability-based trajectory design.” ASME Dynamic Systems and Control Conference, Park City, UT, October 2019.
- S. Vaskov, U. Sharma, S. Kousik, M. Johnson-Roberson, and R. Vasudevan. “Guaranteed safe reachability-based trajectory design for a high-fidelity model of an autonomous passenger vehicle.” IEEE American Control Conference, Philadelphia, PA, July 2019.
- S. Vaskov, S. Kousik, H. Larson, F. Bu, J. Ward, S. Worrall, M. Johnson-Roberson, and R. Vasudevan. “Towards Provably Not-at-Fault Control of Autonomous Robots in Arbitrary Dynamic Environments.” Robotics: Science and Systems, Freiburg im Brasgau, Germany, February 2019.
- S. Kousik, S. Vaskov, M. Johnson-Roberson, and R. Vasudevan. “Safe trajectory synthesis for autonomous driving in unforeseen environments.” ASME Dynamic Systems and Control Conference, Tysons Corner, VA, October 2017.
- P. Holmes, S. Kousik, S. Mohan, and R. Vasudevan. “Convex estimation of the α-confidence reachable set for systems with parametric uncertainty.” IEEE Conference on Decision and Control, Las Vegas, NV, December 2016.
arXiv Preprints
- W. Jung, D. Anthony, U.A. Mishra, N.R. Arachchige, M. Bronars, D. Xu, and S. Kousik. “RAIL: Reachability-Aided Imitation Learning for Safe Policy Execution.” arXiv preprint arXiv:2409.19190; 2024.
- L.K. Chung, W. Jung, S. Pullabhotla, P. Shinde, Y. Sunil, S. Kota, L.F.W. Batista, C. Pradalier, and S. Kousik. “Guaranteed Reach-Avoid for Black-Box Systems through Narrow Gaps via Neural Network Reachability.” arXiv preprint arXiv:2409.13195; 2024.
- C. Kong, A. Qiu, I. Wibowo, M. Ren, A. Dhori, K.S. Ling, A.P. Hu, and S. Kousik. “Towards Closing the Loop in Robotic Pollination for Indoor Farming via Autonomous Microscopic Inspection.” arXiv preprint arXiv:2409.12311; 2024.
- A. Shamsah, K. Agarwal, N. Katta, A. Raju, S. Kousik, and Y. Zhao. “Socially Acceptable Bipedal Robot Navigation via Social Zonotope Network Model Predictive Control.” arXiv preprint arXiv:2406.17151; 2024.