Publications

2024

RECON: Reducing causal confusion with human-placed markers

Robert Ramirez Sanchez, Heramb Nemlekar, Shahabedin Sagheb, Cara M. Nunez, Dylan P. Losey

Using high-level patterns to estimate how humans predict a robot will behave

Sagar Parekh, Lauren Bramblett, Nicola Bezzo, Dylan P. Losey

Personalizing interfaces to humans with user-friendly priors

Benjamin A. Christie, Heramb Nemlekar, Dylan P. Losey

Stable-BC: Controlling covariate shift with stable behavior cloning

Shaunak A. Mehta, Yusuf Umut Ciftci, Balamurugan Ramachandran, Somil Bansal, Dylan P. Losey

PECAN: Personalizing robot behaviors through a learned canonical space

Heramb Nemlekar, Robert Ramirez Sanchez, Dylan P. Losey

VIEW: Visual imitation learning with waypoints

Ananth Jonnavittula, Sagar Parekh, Dylan P. Losey

Combining and decoupling rigid and soft grippers to enhance robotic manipulation

Maya Keely, Yeunhee Kim, Shaunak A. Mehta, Joshua Hoegerman, Robert Ramirez Sanchez, Emily Paul, Camryn Mills, Dylan P. Losey, Michael D. Bartlett

Kiri-Spoon: A soft shape-changing utensil for robot-assisted feeding

Maya N. Keely, Heramb Nemlekar, Dylan P. Losey
IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS)

Waypoint-based reinforcement learning for robot manipulation tasks

Shaunak A. Mehta, Soheil Habibian, Dylan P. Losey
IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS)

Aligning learning with communication in shared autonomy

Joshua Hoegerman, Shahabedin Sagheb, Benjamin A. Christie, Dylan P. Losey
IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS)

A survey of communicating robot learning during human-robot interaction

Soheil Habibian, Antonio Alvarez Valdivia, Laura H. Blumenschein, Dylan P. Losey
The International Journal of Robotics Research

Should collaborative robots be transparent?

Shahabedin Sagheb, Soham Gandhi, Dylan P. Losey

LIMIT: Learning interfaces to maximize information transfer

Benjamin A. Christie, Dylan P. Losey
ACM Transactions on Human-Robot Interaction

SARI: Shared autonomy across repeated interaction

Ananth Jonnavittula, Shaunak A. Mehta, Dylan P. Losey
ACM Transactions on Human-Robot Interaction

2023

Safely and autonomously cutting meat with a collaborative robot arm

Ryan Wright, Sagar Parekh, Robin White, Dylan P. Losey
Scientific Reports

StROL: Stabilized and robust online learning from humans

Shaunak A. Mehta, Forrest Meng, Andrea Bajcsy, Dylan P. Losey
IEEE Robotics and Automation Letters

Reward learning with intractable normalizing functions

Joshua Hoegerman, Dylan P. Losey
IEEE Robotics and Automation Letters

Coordinated multi-robot shared autonomy based on scheduling and demonstrations

Michael Hagenow, Emmanuel Senft, Nitzan Orr, Robert Radwin, Michael Gleicher, Bilge Mutlu, Dylan P. Losey, Michael Zinn
IEEE Robotics and Automation Letters

Unified learning from demonstrations, corrections, and preferences during physical human-robot interaction

Shaunak A. Mehta, Dylan P. Losey
ACM Transactions on Human-Robot Interaction

Learning latent representations to co-adapt to humans

Sagar Parekh, Dylan P. Losey
Autonomous Robots

RISO: Combining rigid grippers with soft switchable adhesives

Shaunak A. Mehta, Yeunhee Kim, Joshua Hoegerman, Michael D. Bartlett, Dylan P. Losey
IEEE International Conference on Soft Robotics (RoboSoft)

Towards robots that influence humans over long-term interaction

Shahabedin Sagheb, Ye-Ji Mun, Neema Ahmadian, Benjamin A. Christie, Andrea Bajcsy, Katherine Driggs-Campbell, Dylan P. Losey
IEEE International Conference on Robotics and Automation (ICRA)

Wrapping haptic displays around robot arms to communicate learning

Antonio Alvarez Valdivia, Soheil Habibian, Carly A. Mendenhall, Francesco Fuentes, Ritish Shailly, Dylan P. Losey, Laura H. Blumenschein
IEEE Transactions on Haptics

2022

Encouraging human interaction with robot teams: Legible and fair subtask allocations

Soheil Habibian, Dylan P. Losey
IEEE Robotics and Automation Letters

RILI: Robustly influencing latent intent

Sagar Parekh, Soheil Habibian, Dylan P. Losey
IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS)

Wrapped haptic display for communicating physical robot learning

Antonio Alvarez Valdivia, Ritish Shailly, Naman Seth, Francesco Fuentes, Dylan P. Losey, Laura H. Blumenschein
IEEE International Conference on Soft Robotics (RoboSoft)

Learning latent actions without human demonstrations

Shaunak A. Mehta, Sagar Parekh, Dylan P. Losey
IEEE International Conference on Robotics and Automation (ICRA)

Communicating robot conventions through shared autonomy

Ananth Jonnavittula, Dylan P. Losey
IEEE International Conference on Robotics and Automation (ICRA)

Assisting operators of articulated machinery with optimal planning and goal inference

Ehsan Yousefi, Dylan P. Losey, Inna Sharf
IEEE International Conference on Robotics and Automation (ICRA)

Here’s what I’ve learned: Asking questions that reveal reward learning

Soheil Habibian, Ananth Jonnavittula, Dylan P. Losey
ACM Transactions on Human-Robot Interaction

2021

Communicating inferred goals with passive augmented reality and active haptic feedback

James F. Mullen Jr, Josh Mosier, Sounak Chakrabarti, Anqi Chen, Tyler White, Dylan P. Losey
IEEE Robotics and Automation Letters

Learning to share autonomy across repeated interaction

Ananth Jonnavittula, Dylan P. Losey
IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS)

Physical interaction as communication: Learning robot objectives online from human corrections

Dylan P. Losey, Andrea Bajcsy, Marcia K. O'Malley, Anca D. Dragan
The International Journal of Robotics Research

Learning reward functions from diverse sources of human feedback: Optimally integrating demonstrations and preferences

Erdem Biyik, Dylan P. Losey, Malayandi Palan, Nicholas C. Landolfi, Gleb Shevchuk, Dorsa Sadigh
The International Journal of Robotics Research

Learning latent actions to control assistive robots

Dylan P. Losey, Hong Jun Jeon, Mengxi Li, Krishnan Srinivasan, Ajay Mandlekar, Animesh Garg, Jeannette Bohg, Dorsa Sadigh
Autonomous Robots

Learning visually guided latent actions for assistive teleoperation

Siddharth Karamcheti, Albert J. Zhai, Dylan P. Losey, Dorsa Sadigh
Learning for Dynamics & Control (L4DC)

I know what you meant: Learning human objectives by (under)estimating their choice set

Ananth Jonnavittula, Dylan P. Losey
IEEE International Conference on Robotics and Automation (ICRA)

Learning human objectives from sequences of physical corrections

Mengxi Li, Alper Canberk, Dylan P. Losey, Dorsa Sadigh
IEEE International Conference on Robotics and Automation (ICRA)

2020

Learning latent representations to influence multi-agent interaction

Annie Xie, Dylan P. Losey, Ryan Tolsma, Chelsea Finn, Dorsa Sadigh
Conference on Robot Learning (CoRL)

Learning user-preferred mappings for intuitive robot control

Mengxi Li, Dylan P. Losey, Jeannette Bohg, Dorsa Sadigh
IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS)

Shared autonomy with learned latent actions

Hong Jun Jeon, Dylan P. Losey, Dorsa Sadigh
Robotics: Science and Systems (RSS)

When humans aren’t optimal: Robots that collaborate with risk-aware humans

Minae Kwon, Erdem Biyik, Aditi Talati, Karan Bhasin, Dylan P. Losey, Dorsa Sadigh
ACM/IEEE International Conference on Human-Robot Interaction (HRI)

Controlling assistive robots with learned latent actions

Dylan P. Losey, Krishnan Srinivasan, Ajay Mandlekar, Animesh Garg, Dorsa Sadigh
IEEE International Conference on Robotics and Automation (ICRA)

2019

Learning the correct robot trajectory in real-time from physical human interactions

Dylan P. Losey, Marcia K. O'Malley
ACM Transactions on Human-Robot Interaction

Learning from my partner’s actions: Roles in decentralized robot teams

Dylan P. Losey*, Mengxi Li*, Jeannette Bohg, Dorsa Sadigh
Conference on Robot Learning (CoRL)

Asking easy questions: A user-friendly approach to active reward learning

Erdem Biyik, Malayandi Palan, Nicholas C. Landolfi, Dylan P. Losey, Dorsa Sadigh
Conference on Robot Learning (CoRL)

Robots that take advantage of human trust

Dylan P. Losey, Dorsa Sadigh
IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS)

Improving short-term retention after robotic training by leveraging fixed-gain controllers

Dylan P. Losey, Laura Blumenschein, Janelle Clark, Marcia K. O'Malley
Journal of Rehabilitation and Assistive Technologies Engineering

Enabling robots to infer how end-users teach and learn through human-robot interaction

Dylan P. Losey, Marcia K. O'Malley
IEEE Robotics and Automation Letters

2018

Trajectory deformations from physical human-robot interaction

Dylan P. Losey, Marcia K. O'Malley
IEEE Transactions on Robotics

A review of intent detection, arbitration, and communication aspects of shared control for physical human-robot interaction

Dylan P. Losey, Craig G. McDonald, Edoardo Battaglia, Marcia K. O’Malley
Applied Mechanics Reviews

Including uncertainty when learning from human corrections

Dylan P. Losey, Marcia K. O'Malley
Conference on Robot Learning (CoRL)

Learning from physical human corrections, one feature at a time

Andrea Bajcsy, Dylan P. Losey, Marcia K. O’Malley, Anca D. Dragan
ACM/IEEE International Conference on Human-Robot Interaction (HRI)

2017

Learning robot objectives from physical human interaction

Andrea Bajcsy*, Dylan P. Losey*, Marcia K. O’Malley, Anca D. Dragan
Conference on Robot Learning (CoRL)

Effects of discretization on the K-width of series elastic actuators

Dylan P. Losey, Marcia K. O'Malley
IEEE International Conference on Robotics and Automation (ICRA)

2016

A time domain approach to control of series elastic actuators: Adaptive torque and passivity-based impedance control

Dylan P. Losey, Andrew Erwin, Craig G. McDonald, Fabrizio Sergi, Marcia K. O’Malley
IEEE/ASME Transactions on Mechatronics

Minimal assist-as-needed controller for upper limb robotic rehabilitation

Ali Utku Pehlivan, Dylan P. Losey, Marcia K. O'Malley
IEEE Transactions on Robotics