Gokul Puthumanaillam
PhD Student, Roboticist and C++ enthusiast
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Find the same list on my Google Scholar profile. Please note, all the papers are available publicly and if they are not, please reach out to me for a copy – I would be happy to share it with you.
Publications
- Puthumanaillam, G.*, Padrao, P.*, Fuentes, J.*, Thangeda, P., Schafer, W., Song, J.H., Jagdale, K. Bobadilla, L., and Ornik, M., 2025. TRACE: A Self-Improving Framework for Robot Behavior Forecasting with Vision-Language Models. Under review @ IROS 2025
- Access the paper here: PDF
- Website (code, videos): https://trace-robotics.github.io
Bibtex entry
@article{trace2025, title = {TRACE: A Self-Improving Framework for Robot Behavior Forecasting with Vision-Language Models}, author = {Gokul Puthumanaillam and Paulo Padrao and Jose Fuentes and Pranay Thangeda and William E. Schafer and Jae Hyuk Song and Karan Jagdale and Leonardo Bobadilla and Melkior Ornik}, year = {2025}, eprint = {2503.00761}, archivePrefix = {arXiv}, primaryClass = {cs.RO}, url = {https://arxiv.org/abs/2503.00761} }
- Puthumanaillam, G., Padrao, P., Fuentes, J., Bobadilla, L., and Ornik, M., 2025. Enhancing Robot Navigation Policies with Task-Specific Uncertainty Management. In International Conference on Autonomous Agents and Multiagent Systems (AAMAS 2025)
- Access the paper here: PDF
- Website (code, videos): https://guided-agents.github.io
Bibtex entry
@article{puthumanaillam2024enhancing, title={Enhancing Robot Navigation Policies with Task-Specific Uncertainty Management}, author={Gokul Puthumanaillam and Paulo Padrao and Jose Fuentes and Leonardo Bobadilla and Melkior Ornik}, journal={arXiv preprint arXiv:2410.15178}, year={2024}, note={Accepted at International Conference on Autonomous Agents and Multiagent Systems (AAMAS 2025)} }
- Puthumanaillam, G., Song, J.H., Yesmagambet, N., Park, S., and Ornik, M., 2025. TAB-Fields: A Maximum Entropy Framework for Mission-Aware Adversarial Planning. Acepted for presentation at L4DC 2025
- Access the paper here: PDF
- Website (code, videos): https://tab-fields.github.io
Bibtex entry
@article{puthumanaillam2024tabfields, title={TAB-Fields: A Maximum Entropy Framework for Mission-Aware Adversarial Planning}, author={Gokul Puthumanaillam and Jae Hyuk Song and Nurzhan Yesmagambet and Shinkyu Park and Melkior Ornik}, journal={arXiv preprint arXiv:2412.02570}, year={2024}, note={Accepted for presentation at L4DC 2025} }
- Puthumanaillam, G., Vora, M., and Ornik, M., 2024. ComTraQ-MPC: Meta-Trained DQN-MPC Integration for Trajectory Tracking with Limited Active Localization Updates. In 2024 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS 2024)
- Access the paper here: PDF
Bibtex entry
@article{puthumanaillam2024comtraq, title={ComTraQ-MPC: Meta-Trained DQN-MPC Integration for Trajectory Tracking with Limited Active Localization Updates}, author={Puthumanaillam, Gokul and Vora, Manav and Ornik, Melkior}, journal={arXiv preprint arXiv:2403.01564}, year={2024}, note={Accepted at IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS 2024)} }
- Puthumanaillam, G., Liu, X., Mehr, N. and Ornik, M., 2024. Weathering ongoing uncertainty: learning and planning in a time-varying partially observable environment. In 2024 IEEE International Conference on Robotics and Automation (ICRA 2024)
- Access the paper here: PDF
Bibtex entry
@article{puthumanaillam2023weathering, title={Weathering ongoing uncertainty: learning and planning in a time-varying partially observable environment}, author={Puthumanaillam, Gokul and Liu, Xiangyu and Mehr, Negar and Ornik, Melkior}, journal={arXiv preprint arXiv:2312.03263}, year={2023}, note={accepted at IEEE International Conference on Robotics and Automation (ICRA) 2024} }
- Puthumanaillam, G., Vora, M.K., Shafa, T., Li, Y., Ornik, M. and Mitra, S., 2024. Assured Collision Avoidance for Learned Controllers: A Case Study of ACAS Xu. In AIAA SCITECH 2024 Forum (p. 1168).
Bibtex entry
@inproceedings{puthumanaillam2024assured, title={Assured Collision Avoidance for Learned Controllers: A Case Study of ACAS Xu}, author={Puthumanaillam, Gokul and Vora, Manav Ketan and Shafa, Taha and Li, Yangge and Ornik, Melkior and Mitra, Sayan}, booktitle={AIAA SCITECH 2024 Forum}, pages={1168}, year={2024} }
- Puthumanaillam, G., Mamik, Y. and Ornik, M., 2024. Online Learning and Planning in Time-Varying Environments: An Aircraft Case Study. In AIAA SCITECH 2024 Forum (p. 0109).
Bibtex entry
@inproceedings{puthumanaillam2024online, title={Online Learning and Planning in Time-Varying Environments: An Aircraft Case Study}, author={Puthumanaillam, Gokul and Mamik, Yuvraj and Ornik, Melkior}, booktitle={AIAA SCITECH 2024 Forum}, pages={0109}, year={2024} }
- Puthumanaillam, G., Kandath, H, Sentilnath, J. A dynamic area prioritization based adaptive multi-robot target search. In 2024 International Conference on Unmanned Aircraft Systems (ICUAS) (pp. 718-723).
Bibtex entry
@inproceedings{gokul2024dynamic, title={A Dynamic Area Approximation-Based Stochastic Multi-UAV Target Search with Noisy Measurements}, author={Gokul, P and Harikumar, K and Senthilnath, J}, booktitle={2024 International Conference on Unmanned Aircraft Systems (ICUAS)}, pages={718--723}, year={2024}, organization={IEEE} }
- Puthumanaillam, G. and Verma, U., 2023. Texture based prototypical network for few-shot semantic segmentation of forest cover: generalizing for different geographical regions. Neurocomputing, 538, p.126201. (Best Paper Award at IEEE GRSS)
Bibtex entry
@article{puthumanaillam2023texture, title={Texture based prototypical network for few-shot semantic segmentation of forest cover: Generalizing for different geographical regions}, author={Puthumanaillam, Gokul and Verma, Ujjwal}, journal={Neurocomputing}, volume={538}, pages={126201}, year={2023}, publisher={Elsevier} note={Best Paper Award at IEEE GRSS} }
- Verma, U, and Puthumanaillam,G. Improved semantic segmentation for identification of flooded regions in UAV aerial images: a transformer-based approach. In IGARSS 2023-2023 IEEE International Geoscience and Remote Sensing Symposium (pp. 4800-4803). IEEE.
Bibtex entry
@inproceedings{verma2023improved, title={Improved Semantic Segmentation for Identification of Flooded Regions in UAV Aerial Images: A Transformer-Based Approach}, author={Verma, Ujjwal and Puthumanaillam, Gokul}, booktitle={IGARSS 2023-2023 IEEE International Geoscience and Remote Sensing Symposium}, pages={4800--4803}, year={2023}, organization={IEEE} }
- Ramakrishnan, K., Puthumanaillam, G. and Nigam, R., 2021, December. Pandora: an IOT based intrusion detection honeypot with real-time monitoring. In 2021 International Conference on Forensics, Analytics, Big Data, Security (FABS) (Vol. 1, pp. 1-7). IEEE.
Bibtex entry
@inproceedings{ramakrishnan2021pandora, title={Pandora: An IOT based Intrusion Detection Honeypot with Real-time Monitoring}, author={Ramakrishnan, Karthik and Gokul, P and Nigam, Rohan}, booktitle={2021 International Conference on Forensics, Analytics, Big Data, Security (FABS)}, volume={1}, pages={1--7}, year={2021}, organization={IEEE} }
- Puthumanaillam, G., 2023, August. Bluff: A multi-robot dispersion based on hybrid reciprocal velocity obstacles to solve the blind man’s buff problem. In 6th EAI International Conference on Robotic Sensor Networks (p. 41). Springer Nature.
Bibtex entry
@inproceedings{gokul2023bluff, title={Bluff: A Multi-Robot Dispersion Based on Hybrid Reciprocal Velocity Obstacles to Solve the Blind Man’s Buff Problem}, author={Gokul, P}, booktitle={6th EAI International Conference on Robotic Sensor Networks}, pages={41}, year={2023}, organization={Springer} }
- Puthumanaillam, G., Paramjit, S, Harshwardhan, K. BlockMapping: A Blockchain based multi-robot exploration Paper presented at Blockchain Applications in Robotics and Automation, IROS 2021
Bibtex entry
@PhDThesis{puthumanaillam2022blockmapping, author = {Puthumanaillam, Gokul and Paramjit, Singh and Harshwardhan, Kulkarani}, title = {BlockMapping: A Blockchain based multi-robot exploration}, booktitle = {Blockchain Applications in Robotics and Automation, IROS 2021}, year = {2021} }
Other Publications (White papers and theses)
- Puthumanaillam, G. Zero-shot segmentation on the edge. Bachelors (Hons) Thesis. Advisor: Prof. Ujjwal Verma. 2022.
- Siddarth Venkatraman et.al. SOLO Design Report (IGVC 2019). Available at http://www.igvc.org/design/2019/6.pdf. 2019.
- Sujit PB et.al. MBZIRC 2023 White paper: Team Luna. Available at: https://moloch-dev.github.io/pdf/MBZIRC.pdf. 2019.
- Ramakrishnan, K, Puthumanaillam, G, Batavia, P, and Tripathi, S. Zeoco: An insight into daily carbon footprint consumption. 2021. arXiv: 2102.06185
Patent Applications
- G Puthumanaillam and A Agarwal. “POMCP based MIC creation for engines”. Patent Application No. 606950-US-2 (146674.582103). Patent application under review. 2022 with GE Aerospace.
- G Puthumanaillam, V Dongre, and P Renkert. “Estimation of environmental disturbance for trailering”. Patent Application No. ENT-2023-023. Patent application under review. 2023 with Brunswick Corporation.