About

“Full self-driving is amazing- until it isn't.”

I am a PhD Researcher at the Robotics Research Center (RRC), IIIT Hyderabad, advised by Prof. K. Madhava Krishna and co-advised by Prof. Arun Kumar Singh.

My research focuses on augmenting machine learning with classical methods, particularly in motion planning and navigation. My early work explored end-to-end training of perception and planning to address objective mismatch, a direction that has now become common in Vision-Language-Action (VLA) models. Advancing this paradigm, I am currently exploring methods to augment generative trajectory planners with optimization-based solvers to enable safety guarantees by construction rather than test-time refinement.

News
  • Jan 2026Teaching Assistant EC4.403: Robotics Planning and Navigation, Spring 2026.
  • Jan 2026MonoMPC accepted at IEEE RA-L 2026 (to be presented at ICRA 2026).
  • Oct 2025Presented SparseLoc and Diffusion-FS at IROS 2025, Hangzhou, China.
  • Oct 2024Presented LeGo-Drive at IROS 2024, Abu Dhabi, UAE.
  • Aug 2024Selected as a Qualcomm Innovation Fellowship Finalist, India
  • May 2024Organized RRC Summer School, 2024
Selected PublicationsView all →
MonoMPC: Monocular Vision Based Navigation with Learned Collision Model and Risk-Aware Model Predictive Control

MonoMPC: Monocular Vision Based Navigation with Learned Collision Model and Risk-Aware Model Predictive Control

Basant Sharma, Prajyot Jadhav, Pranjal Paul, K. Madhava Krishna, Arun Kumar Singh

RA-L2026
SparseLoc: Sparse Open-Set Landmark-based Global Localization for Autonomous Navigation

SparseLoc: Sparse Open-Set Landmark-based Global Localization for Autonomous Navigation

Pranjal Paul, Vineeth Bhat, Tejas Salian, Mohd. Omama, Krishna Murthy J., Naveen Arulselvan, K. Madhava Krishna

IROS2025
LeGo-Drive: Language-enhanced Goal-Oriented Closed-Loop End-to-End Autonomous Driving

LeGo-Drive: Language-enhanced Goal-Oriented Closed-Loop End-to-End Autonomous Driving

Pranjal Paul, Anant Garg, Tushar Choudhary, Arun Kumar Singh, K. Madhava Krishna

IROS · RSS Workshop2024
Contact

Reach me at:

  • reachpranjal19 [at] gmail [dot] com
  • For official purpose: pranjal.paul [at] research [dot] iiit [dot] ac [dot] in