Allen Emmanuel Binny

PhD Student · Johns Hopkins University

I am a first-year PhD student at Johns Hopkins University, advised by Prof. Chinmay Maheshwari. I am interested in how autonomous systems interact with each other and with humans. The question that keeps me curious is simple: how should a robot make decisions when everyone around it has plans of their own? My earlier research focused on robot control with safety guarantees. I now want to understand how we can achieve safety and reliability through a more theoretical and algorithmic approach to multi-agent systems.

I completed my B.Tech and M.Tech at the Indian Institute of Technology (IIT) Kharagpur in 2026. Along the way, I was fortunate to learn from researchers who helped shape these interests. I worked with Prof. Anushri Dixit at the PRACTICE Lab at UCLA on conformal prediction for reactive multi-agent robot systems, and with Prof. Abdalla Swikir at the Munich Institute of Robotics and Machine Intelligence at the Technical University of Munich (TUM) on learning from demonstrations with safety and stability guarantees. I also had the good fortune to be guided by Prof. Ashish R. Hota at IIT Kharagpur and Prof. Pushpak Jagtap at the FOCAS Lab at IISc Bangalore. Together, these experiences have kept me interested in a recurring challenge: turning elegant mathematical ideas into robots we can trust outside the lab.

Outside of research, I’m always up for board games, theatre, or a good sitcom. I was also actively involved in the Debating Society at IIT Kharagpur, so a lively discussion is always welcome!

Feel free to drop me an email! (“Hello, fellow human” is a perfectly acceptable subject line)

Publications

Safe and Stable Neural Network Dynamical Systems for Robot Motion Planning overview figure
RA-L 2026
Safe and Stable Neural Network Dynamical Systems for Robot Motion Planning
Allen Emmanuel Binny, Mahathi Anand, Hugo T. M. Kussaba, Lingyun Chen, Shreenabh Agrawal, Fares J. Abu-Dakka, Abdalla Swikir
IEEE Robotics and Automation Letters (RA-L), 2026
Paper Code
Who Moved My Distribution? Conformal Prediction for Interactive Multi-Agent Systems overview figure
Preprint
Who Moved My Distribution? Conformal Prediction for Interactive Multi-Agent Systems
Allen Emmanuel Binny, Anushri Dixit
arXiv preprint arXiv:2511.11567, 2025
Paper
Scalable Learning of High-Dimensional Demonstrations with Composition of Linear Parameter Varying Dynamical Systems overview figure
IROS 2025
Scalable Learning of High-Dimensional Demonstrations with Composition of Linear Parameter Varying Dynamical Systems
Shreenabh Agrawal, Hugo T. M. Kussaba, Lingyun Chen, Allen Emmanuel Binny, Abdalla Swikir, Pushpak Jagtap, Sami Haddadin
IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), 2025
Paper

Competitions

Position and Altitude Control of a Quadrotor with Single Motor Failure
InterIIT Tech Meet 13.0 Gold Medal · 1st of 23 teams
Position and Altitude Control of a Quadrotor with Single Motor Failure
Detection of complete motor failure and under-actuated control of quadrotor, sponsored by ideaForge.
Failure detection from IMU + thrust dataPX4 · GazeboStable hover on hardware
Oct '24 - Dec '24
Report

Academic Service

Peer Review
Reviewer
IEEE Robotics and Automation Letters (RA-L) IEEE International Conference on Robotics and Automation (ICRA) 2026
Reading Group on Safety Filters and MPC
AGV.AI
Reading Group on Safety Filters and MPC
Led a reading group introducing AGV.AI students to safety filters and model predictive control.
StabilityControl Barrier FunctionsModel Predictive Control
Apr '25
Slides