1 code implementation • 12 Apr 2024 • Dvij Kalaria, Shreya Sharma, Sarthak Bhagat, Haoru Xue, John M. Dolan
Off-road navigation is a challenging problem both at the planning level to get a smooth trajectory and at the control level to avoid flipping over, hitting obstacles, or getting stuck at a rough patch.
no code implementations • 25 Aug 2023 • Dvij Kalaria, Qin Lin, John M. Dolan
In this work, we propose a curriculum learning-based framework by transitioning from a simpler vehicle model to a more complex real environment to teach the reinforcement learning agent a policy closer to the optimal policy.
no code implementations • 29 Aug 2022 • Dvij Kalaria, Aritra Hazra, Partha Pratim Chakrabarti
Since the accuracy and robustness of deep learning models are primarily attributed from the purity of the training samples, therefore the deep learning architectures are often susceptible to adversarial attacks.
no code implementations • 9 May 2022 • Dvij Kalaria
A deep learning model is trained on certain training examples for various tasks such as classification, regression etc.
no code implementations • AAAI Workshop AdvML 2022 • Dvij Kalaria, Aritra Hazra, Partha Pratim Chakrabarti
Since the accuracy and robustness of deep learning models are primarily attributed from the purity of the training samples, therefore the deep learning architectures are often susceptible to adversarial attacks.