Pranav Agarwal

Applied Scientist at Wayve

Stony Stratford, England, United Kingdom
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Summary

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Senior
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Top School
Pranav Agarwal is an applied scientist with a PhD in AI and nine years of experience specializing in reinforcement learning, world models, and robotics applied to autonomous driving and character animation. His research blends transformer-based world models, automated reward modeling from large offline trajectories, and continual learning to achieve sample-efficient RL for complex robotic systems. He has published and developed RL solutions for end-to-end driving in CARLA, worked on ego-vision captioning metrics at Inria, and built simulation-based crane automation during an MITACS fellowship. Now at Wayve, he focuses on bringing research-grade world models into real-world driving stacks, pairing academic rigor from Mila with hands-on production research internships. Notably, he combines deep learning and interpretability work—investigating decision-making in LLMs—so he can translate opaque model behavior into actionable insights for robotic systems.
code9 years of coding experience
job2 years of employment as a software developer
bookDoctor of Philosophy - PhD Artificial Intelligence, Doctor of Philosophy - PhD Artificial Intelligence at École de technologie supérieure
bookSenior Secondary, Senior Secondary at Creane Memorial High School
bookBachelor of Technology (B.Tech.) Electrical Electronics and Communications Engineering, Bachelor of Technology (B.Tech.) Electrical Electronics and Communications Engineering at Indian Institute of Information Technology Guwahati
languagesEnglish
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Github Skills (31)

carla10
simulation10
imitation-learning10
artificial-intelligence10
unreal-engine-410
simulator10
autonomous-vehicles10
self-driving-car10
ai10
deep-reinforcement-learning10
computer-vision10
ros10
autonomous-driving10
airsim10
cross-platform9

Programming languages (3)

C++HTMLPython

Github contributions (5)

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pranavAL/InvRL_Auto-Evaluate

Nov 2021 - Nov 2022

Contributions:222 commits, 2 pushes in 1 year
pranavAL/pranaval.github.io

Mar 2021 - Jun 2023

Contributions:80 pushes, 7 branches in 2 years 4 months
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Pranav Agarwal - Applied Scientist at Wayve