Jishnu Jaykumar Padalunkal

Research: Learning from humans and few examples for embodied robotics

Jishnu Jaykumar Padalunkal

I’m a final-year PhD student at UT Dallas, working on robot learning with Yu Xiang at IRVL. I started as an MS student in Fall 2021 and switched to the PhD program after my first year. Along the way, I’ve been fortunate to receive the Jonsson School Graduate Study Scholarship (2021), the Louis Beecherl, Jr. Fellowship (2026), and the Dean of Graduate Education Dissertation Research Award (2026).

I work on making robots learn from minimal supervision — few-shot examples or input from humans. I build and test on physical robots and real-world scenes.

🎓 I’m graduating in 2027 and looking for full-time research scientist positions in industry. If my experience brings value to your team, please reach out!

My PhD thesis brings five projects together:

  • FewSOL ICRA 2023 — few-shot object learning dataset
  • Proto-CLIP IROS 2024 — vision-language few-shot perception
  • iTeach (under submission) — learning from mistakes via human interaction and guidance
  • HRT1 RA-L 2026 ICRA 2027 — training-free mobile manipulation from a single video
  • RPX (under submission) — modular, foundation-model, and agentic robots all run on perception models; RPX gauges them in one unified benchmark across four real-world scenarios (clutter, interaction, clean, egocentric) captured with robot-grade cameras, so they’re chosen on evidence, not at random
IIIT Vadodara
2013 — 2017
RBCCPS · IISc
2018 — 2020
NVIDIA
2020 — 2021
IIT Kharagpur
2021
UT Dallas
2021 — Present
RAI Institute
2025

news

Oct 16, 2026  RPX has been released! 🌟 A unified benchmark that evaluates robot perception across tasks and modalities on the same real-world scenes, captured with robot-grade cameras before, during, and after manipulation — with the Hugging Face dataset and PyPI toolkit out now.
Oct 12, 2026 HRT1 accepted at IEEE Robotics and Automation Letters (RA-L) 🎉. We will present it at ICRA 2027.
Jul 6, 2026 Featured in the UTD Jonsson School’s coverage of its annual Faculty & Staff Awards Ceremony, recognized for the Dean of Graduate Education Dissertation Research Award 🎉Also featured by the Jonsson School and the CS Department UT Dallas Jonsson School — Jishnu P, Computer Science '26, Dean of Graduate Education Dissertation Research Award
Jun 12, 2026 Grateful to receive the competitive Dean of Graduate Education Dissertation Research Award:sparkles: at the University of Texas at Dallas for 2026–2027.
Jun 11, 2026 My blog is now featured on the activities page.