Hi, I am \bld2{Gokul Puthumanaillam}\bld2{Gokul} Work with Cat Icon

TLDR + Links (Click to expand)
Education

– PhD student, Robotics (CSL+AE) @ University of Illinois Urbana-Champaign
– BTech (Hons), ECE + Mathematics @ Manipal Institute of Technology

Links

– Google Scholar @ Gokul Puthumanaillam
– Github @ gokulp01
– Mail @ gokulp2@illinois.edu
– X (prev. Twitter) @ gokulp01

Personal Image

I am a PhD student at the University of Illinois Urbana-Champaign (UIUC) where I am advised by Prof. Melkior Ornik (Learning, Autonomy, Decision, and Control (LEADCAT) Lab). I finished my bachelors in ECE+Math.

\rd{My current research} (the first 2 years of my PhD) sits squarely in the \bld2{learning to plan} paradigm: I develop algorithmic and probabilistic techniques that let autonomous systems plan farther and faster, learning abstractions and heuristics that accelerate long-horizon decision making. Recently though, I have started to extend my work towards \bld2{planning to learn} paradigm, enabling autonomous systems to actively choose the data and practice routines that will most improve their planners.

All of my papers include \rd{hardware implementations} evaluated in real-world, real-time, in-the-wild robotic settings, and are theoretically grounded in machine learning (Reinforcement Learning, Diffusion Models, Vision-Language Action Models, Robot Vision etc.).

At the \rd{systems level}, I focus on implementation and speedups for ML algorithms and robotic systems–building end-to-end pipelines, optimizing bottlenecks, and pushing planning and learning to real-time on hardware. (I regularly cry while implementing neural networks in C++). I am passionate about developing software for hardware, open-source contributions and translating complex theories into practical applications.

I am excited to be spending the summer of 2025 with Adobe Logo Research as a research scientist intern in the multimodal group.

Hopefully, there will be time for everything.

I have a deep love for books1, competitive chess2, and an on-again-off-again fling with video games3. Lately, though, my time has been consumed by learning to play Go (thanks to the brilliant WonkyVamp), and I am utterly obsessed.

If you are wondering what to get me for my birthday, here is a tip: I am an analog watch fan. Anything that ticks without needing a battery, and I am sold :)
Oh, and I love cricket. Between overs and innings, life is never short on excitement (or waiting).

I was introduced to Linux at the age of 7 and never turned back: I love terminals! I have been using Vim/Neovim for the past 10 years now, mostly because I spent the first 2 years figuring out how to exit it (ironically this website is built using Emacs)! (View my nvim config file here)


Recent Updates \rd{(Click [+] for details)}

[news][08/01/2025][B-COD accepted @ \bld2{CoRL 2025} \rd{oral (top 5%)}][Our paper "Belief-Conditioned One-Step Diffusion: Real-Time Trajectory Planning with Just-Enough Sensing" has been accepted at 2025 Conference on Robot Learning (CoRL 2025) as an Oral paper!] [ladder][06/20/2025][Awarded the \rd{Young Author Award} by \bld2{IFAC}][Our work received the Young Author Award by IFAC (International Federation of Automatic Control)! Extremely grateful for this recognition!] [news][06/18/2025][TRACE accepted @ \bld2{IROS 2025} \rd{oral}][Our paper "TRACE: A Self-Improving Framework for Robot Behavior Forecasting with Vision-Language Models" has been accepted at 2025 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS 2025)!] [news][06/18/2025][Predicted Reachability accepted @ \bld2{IROS 2025} \rd{oral}][Our paper "Motion Planning and Control with Unknown Nonlinear Dynamics through Predicted Reachability" has been accepted at 2025 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS 2025)!] [ladder][05/26/2025][Started my internship at \bld2{Adobe Research}][Started my internship at Adobe Research as a research scientist intern in the multimodal group!] [news][02/28/2025][TAB-Fields accepted @ \bld2{L4DC 2025}][Our paper "TAB-Fields: A Maximum Entropy Framework for Mission-Aware Adversarial Planning" has been accepted at 2025 Learning for Dynamics & Control Conference (L4DC 2025)!] [news][12/19/2024][Paper accepted @ \bld2{AAMAS 2025}][Our paper "Enhancing Robot Navigation Policies with Task-Specific Uncertainty Management" has been accepted at 2025 International Conference on Autonomous Agents and Multiagent Systems (AAMAS 2025)!] [news][07/01/2024][ComTraQ-MPC accepted @ \bld2{IROS 2024} \rd{oral (top 10%)}][Our paper on "ComTraQ-MPC: Meta-Trained DQN-MPC Integration for Trajectory Tracking with Limited Active Localization Updates" has been accepted at 2024 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS 2024) as an Oral paper!] [ladder][03/26/2024][Received \rd{Department Fellowship}][Received Department Fellowship for outstanding academic and research achievement!] [ladder][03/22/2024][Received \bld2{travel grant} for ICRA 2024][Received travel grant to attend 2024 IEEE International Conference on Robotics and Automation (ICRA) in Yokohama, Japan!] [ladder][01/30/2024][Cleared \bld2{PhD Qualifying Exam}][I cleared my PhD Qualifying Exam!] [news][01/28/2024][Planning in TV-POMDPs accepted @ \bld2{ICRA 2024}][Our paper on "Weathering ongoing uncertainty: learning and planning in a time-varying partially observable environment" has been accepted at the 2024 IEEE International Conference on Robotics and Automation (ICRA)!!!] [news][04/05/2024][Paper accepted at \bld2{ICUAS 2024}][Our paper on "A dynamic area approximation based stochastic multi-UAV target search with noisy measurements" has been accepted at 2024 IEEE International Conference on Unmanned Aircraft Systems (ICUAS)!!!] [news][12/22/2023][NNCS Verification accepted @ \bld2{AIAA SciTech 2024}][Our paper on "Assured collision avoidance for learned controllers" has been accepted at 2024 Enabling Technologies for AAM Autonomy, AIAA SciTech!] [news][12/01/2023][Application of TV-POMDP to GUAM accepted @ \bld2{AIAA-SIAM 2024} also presented at \bld2{ULI 2024}][Our paper on "Online learning and planning in time-varying environments: an aircraft case study" has been accepted at 2024 AIAA-SIAM Managing Uncertainties in Cyber-Physical-Human Decision-Making!] [ladder][06/10/2023][\rd{Best Paper Award} @ \bld2{IEEE GRSS 2023}][Our paper on "Texture based prototypical network for few-shot semantic segmentation of forest cover: generalizing for different geographical regions" has been awarded the Best Paper Award at IEEE GRSS.] [news][06/10/2023][Texture guided PANet accepted @ \bld2{Neurocomputing}][Our paper on "Texture based prototypical network for few-shot semantic segmentation of forest cover: generalizing for different geographical regions" accepted at Neurocomputing!] [news][05/10/2023][Paper accepted @ \bld2{IGARSS 2023}][Our paper on "Improved semantic segmentation for identification of flooded regions in UAV aerial images: a transformer-based approach" has been accepted at IGARSS 2023-2023 IEEE International Geoscience and Remote Sensing Symposium!]

Open-source Contributions

I am passionate about open-source software. Reference implementations of all algorithms I designed at LEADCAT are publicly available. I have also contributed features and bug-fixes to projects like Gazebo, Webots, Ardupilot, and Arduino.

Current and Upcoming Projects:

Typewriter Icon Released: BlueROV2 Gymnasium Environment
(v1.0.0 released: 11/11/2024 - Find it here)

Typewriter Icon Released: Code for ComTraQ-MPC (IROS 2024)
(v1.0.0 released: 08/19/2024 - Find it here)

Typewriter Icon Released: ROS2 drivers for u-blox ZED F9P GPS receivers
(v1.0.0 released: 07/10/2023 - Find it here)

Typewriter Icon Upcoming: Vim plugin for ROS2 developers
(Expected: Fall, 2025)

Typewriter Icon Upcoming: ROS2 based exoplanet space exploration robot with time-varying environment
(Expected: Fall, 2025)


Academic Service

I have been a reviewer for the following conferences and journals:

\rd{Conferences:} ICRA (2025, 2024), IROS (2025, 2024), L4DC (2025), ICLR (2025), CoRL (2025), CDC (2024), ITSC (2025), AIAA SciTech (2024), AICECS(Student chair; 2022)

\rd{Journals:} RAL, Nature Communications, OJCSYS

I enjoy serving the community through careful, timely reviews–feel free to reach out.


Site Notes

  • This site is a collection of org-mode files, exported via org-publish in Emacs.
  • Apologies for any word crimes - I am trying my best!
  • I have a collection of mismatched socks that I refuse to throw away because I am convinced the other sock will turn up eventually.
  • I adhere to the philosophy of File over app.
  • Last updated: 10/20/2025; 23:16:34

Acknowledgements

It takes a village to raise a child.

My parents have made many sacrifices to support me.
My sister has always inspired and encouraged me.
My advisors gave me the right environment and guidance to grow.
My friends are the ones who've believed in me at my lowest, and celebrated with me at my highest.

For who I am and what I have to offer, I owe it all to them.

If I have seen further, it is by standing on shoulders of these giants.


  1. Currently reading: A Fine Balance by Rohiton Mistry

  2. A Bittersweet Farewell: As of August 2024, I've officially hung up my competitive chessboard. No dramatic reason behind it – the spark just fizzled out. I'm still playing for fun when the mood strikes!

  3. Currently playing: The Legend of Zelda: Tears of the Kingdom