activity
20232025
most citedLearning Complex Motion Plans using Neural ODEs with Safety and Stability Guarantees

10 citations · 10 across the 5 of their papers we have counts for

collaborators

5 papers

cs.RO2025

Occupancy-aware Trajectory Planning for Autonomous Valet Parking in Uncertain Dynamic Environments

Farhad Nawaz, Faizan M. Tariq, Sangjae Bae +5

Autonomous Valet Parking (AVP) requires planning under partial observability, where parking spot availability evolves as dynamic agents enter and exit spots. Existing approaches ei…

cs.RO2025

Active Probing with Multimodal Predictions for Motion Planning

Darshan Gadginmath, Farhad Nawaz, Minjun Sung +5

Navigation in dynamic environments requires autonomous systems to reason about uncertainties in the behavior of other agents. In this paper, we introduce a unified framework that c…

cs.RO2025

Graph-based Path Planning with Dynamic Obstacle Avoidance for Autonomous Parking

Farhad Nawaz, Minjun Sung, Darshan Gadginmath +6

Safe and efficient path planning in parking scenarios presents a significant challenge due to the presence of cluttered environments filled with static and dynamic obstacles. To ad…

cs.RO2024

Reactive Temporal Logic-based Planning and Control for Interactive Robotic Tasks

Farhad Nawaz, Shaoting Peng, Lars Lindemann +2

Robots interacting with humans must be safe, reactive and adapt online to unforeseen environmental and task changes. Achieving these requirements concurrently is a challenge as int…

cs.RO2023★ 10 cited

Learning Complex Motion Plans using Neural ODEs with Safety and Stability Guarantees

Farhad Nawaz, Tianyu Li, Nikolai Matni +1

We propose a Dynamical System (DS) approach to learn complex, possibly periodic motion plans from kinesthetic demonstrations using Neural Ordinary Differential Equations (NODE). To…