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Author

Tushar Sandhan

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Preprint Sep 2026

Multi-Task Visual Perception Network with LLM Conditioning for Autonomous Navigation

This work proposes a user-friendly, interactive framework that eliminates the reliance on globally consistent maps and integrates visual perception with Large Language Models (LLM) to interpret user commands via text or voice.

Praveen Kumar, K. Guruprasad, Tushar Sandhan · 0 citations
2026

NeuralPathLite: Fast and Robust Diffusion-Based Path Planning for Autonomous Navigation

The deployment of Artificial Intelligence (AI)-based autonomous mobile robots in high-stakes environments, such as defense swarms and large-scale warehouse logistics, demands path planners that are not only theoretically optimal but scalable. While traditional search-based methods like A* guarantee resolution optimalit...

Praveen Kumar, Pratham Gupta, Tushar Sandhan · 0 citations

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