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20242026
most citedData-Driven Sampling Based Stochastic MPC for Skid-Steer Mobile Robot Navigation

1 citations · 1 across the 9 of their papers we have counts for

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cs.RO2026

Universal Navigation Interface: Robot-Free Data for Wheeled Robot Navigation

Sarvesh Prajapati, Ananya Trivedi, Lorena Maria Genua +3

Collecting real-world navigation data for mobile robots typically requires platform-specific teleoperation, making large-scale collection expensive and difficult to scale. We intro…

cs.RO2026

Accelerating Optimization over Graphs of Convex Sets via Neural Network Approximations

Ananya Trivedi, Sarvesh Prajapati, Mohamed Khalid M Jaffar +3

Motion planning problems such as collision-free navigation and contact-rich manipulation can be naturally formulated as optimization problems that couple discrete decisions with co…

cs.RO2026

Socially-Aware Autonomous Doorway Traversal and Payload Delivery for Emergency Assistance

Andrew Snowdy, Ananya Trivedi, Sarvesh Prajapati +2

In this work, we focus on the scenario of a robot-assisted emergency evacuation. We consider two capabilities relevant to such a setting. The first is opening doors ahead of the pe…

cs.RO2026

VLM-Based Advanced Rider Assistance System for Motorcycle Safety

Mohamed Elnoor, Francesca Baldini, Ananya Trivedi +6

Motorcycles face disproportionately high crash risks compared to cars due to limited protection and heightened sensitivity to surface hazards, yet Advanced Rider Assistance Systems…

cs.RO2026

Adaptive Time Step Flow Matching for Autonomous Driving Motion Planning

Ananya Trivedi, Anjian Li, Mohamed Elnoor +7

Autonomous driving requires reasoning about interactions with surrounding traffic. A prevailing approach is large-scale imitation learning on expert driving datasets, aimed at gene…