Publications

2026

CASTER: Formalizing zero-shot manipulation from synthetic videos as constrained optimization

Yinlong Dai, Homanga Bharadhwaj, Dylan P. Losey

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Figure from: CASTER: Formalizing zero-shot manipulation from synthetic videos as constrained optimization

Assisting for open-ended tasks: Goal-oriented shared autonomy as a particle filter

Mengxue Fu, Ethan Xu, Sam Iyer-Singh, Yinlong Dai, Michael Hagenow, Dylan P. Losey

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Figure from: Assisting for open-ended tasks: Goal-oriented shared autonomy as a particle filter

GraspTwin: Zero-shot task-oriented grasp optimization via a digital twin

Daniel J. Evans, Yinlong Dai, Simon Stepputtis, Dylan P. Losey

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Figure from: GraspTwin: Zero-shot task-oriented grasp optimization via a digital twin

Show and tell: Unifying physical demonstrations and language corrections for neuro-symbolic robots

Benjamin A. Christie, Siddarth Jain, Dylan P. Losey

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Figure from: Show and tell: Unifying physical demonstrations and language corrections for neuro-symbolic robots

PAIR: Proprioception-aligned image-ray representations for viewpoint-robust manipulation

Sung-Wook Lee, Xuhui Kang, Dylan P. Losey, Yen-Ling Kuo

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Figure from: PAIR: Proprioception-aligned image-ray representations for viewpoint-robust manipulation

In view or out of view? A vision-aware filter that infers and reacts to the human's field of view

Mengxue Fu, Ya-Chuan Hsu, Yinlong Dai, Erdem Bıyık, Dylan P. Losey

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Figure from: In view or out of view? A vision-aware filter that infers and reacts to the human's field of view

Belief-aware influence and trust (BAIT): Shaping human belief during repeated human-robot interaction

Ye-Ji Mun, Mahsa Golchoubian, Shahabedin Sagheb, Yan Bai, Tianhao Ji, Andrea Bajcsy, Dylan P. Losey, Katherine Driggs-Campbell

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Figure from: Belief-aware influence and trust (BAIT): Shaping human belief during repeated human-robot interaction

VOLT: Vision and language trajectory segmentation for faster-than-demonstration policies

Robert Ramirez Sanchez, Daniel J. Evans, Dylan P. Losey, Siddarth Jain

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Figure from: VOLT: Vision and language trajectory segmentation for faster-than-demonstration policies

Safe interactions via Monte Carlo linear-quadratic games

Benjamin A. Christie, Dylan P. Losey

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Figure from: Safe interactions via Monte Carlo linear-quadratic games

TransMASK: Masked state representation through learned transformation

Sagar Parekh, Preston Culbertson, Dylan P. Losey

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Figure from: TransMASK: Masked state representation through learned transformation

From local corrections to generalized skills: Improving neuro-symbolic policies with MEMO

Benjamin A. Christie, Yinlong Dai, Mohammad Bararjanianbahnamiri, Simon Stepputtis, Dylan P. Losey
IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS)
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Figure from: From local corrections to generalized skills: Improving neuro-symbolic policies with MEMO

A pivot-based kirigami utensil for hand-held and robot-assisted feeding

Keone Leao, Grace Brotherson, Iain Mischel, Sagar Parekh, Dylan P. Losey
IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS)
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Figure from: A pivot-based kirigami utensil for hand-held and robot-assisted feeding

Curvature-aware calibration of tactile sensors for accurate force estimation on non-planar surfaces

Luoyan Zhong, Heather Jin Hee Kim, Dylan P. Losey, Cara M. Nunez
Haptics Symposium
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Figure from: Curvature-aware calibration of tactile sensors for accurate force estimation on non-planar surfaces

Fine-tuning robot policies while maintaining user privacy

Benjamin A. Christie, Sagar Parekh, Dylan P. Losey

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Figure from: Fine-tuning robot policies while maintaining user privacy

Combining performance and passivity in linear control of series elastic actuators

Shaunak A. Mehta, Dylan P. Losey

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Figure from: Combining performance and passivity in linear control of series elastic actuators

Teleoperator-aware and safety-critical adaptive nonlinear MPC for shared autonomy in obstacle avoidance of legged robots

Ruturaj Sambhus, Muneeb Ahmad, Basit Muhammad Imran, Sujith Vijayan, Dylan P. Losey, Kaveh Akbari Hamed

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Figure from: Teleoperator-aware and safety-critical adaptive nonlinear MPC for shared autonomy in obstacle avoidance of legged robots

Language movement primitives: Grounding language models in robot motion

Yinlong Dai, Benjamin A. Christie, Daniel J. Evans, Dylan P. Losey, and Simon Stepputtis

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Figure from: Language movement primitives: Grounding language models in robot motion

Shared control/autonomy in human-robot interaction: Current trends and the role of generative AI

Michael Hagenow, Mario Selvaggio, Xuehui Yu, Yanwei Wang, Yiannis Demiris, Andreea Bobu, Yilun Du, Harold Soh, Dylan P. Losey, Julie Shah

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Figure from: Shared control/autonomy in human-robot interaction: Current trends and the role of generative AI

2025

Prepare before you act: Learning from humans to rearrange initial states

Yinlong Dai, Andre Keyser, Dylan P. Losey
IEEE International Conference on Robotics and Automation
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Figure from: Prepare before you act: Learning from humans to rearrange initial states

Towards robots that learn from humans

Dylan P. Losey

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Figure from: Towards robots that learn from humans

Towards balanced behavior cloning from imbalanced datasets

Sagar Parekh, Heramb Nemlekar, Dylan P. Losey
Autonomous Robots
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Figure from: Towards balanced behavior cloning from imbalanced datasets

Safe and transparent robots for human-in-the-loop meat processing

Sagar Parekh, Casey Grothoff, Ryan Wright, Robin White, Dylan P. Losey

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Figure from: Safe and transparent robots for human-in-the-loop meat processing

A modular haptic display with reconfigurable signals for personalized information transfer

Antonio Alvarez Valdivia, Benjamin A. Christie, Dylan P. Losey, Laura H. Blumenschein
IEEE Transactions on Haptics
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Figure from: A modular haptic display with reconfigurable signals for personalized information transfer

L2D2: Robot learning from 2D drawings

Shaunak A. Mehta, Heramb Nemlekar, Hari Sumant, Dylan P. Losey
Autonomous Robots
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Figure from: L2D2: Robot learning from 2D drawings

Counterfactual behavior cloning: Offline imitation learning from imperfect human demonstrations

Shahabedin Sagheb, Dylan P. Losey
ACM Transactions on Human-Robot Interaction
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Figure from: Counterfactual behavior cloning: Offline imitation learning from imperfect human demonstrations

CIVIL: Causal and intuitive visual imitation learning

Yinlong Dai, Robert Ramirez Sanchez, Ryan Jeronimus, Shahabedin Sagheb, Cara M. Nunez, Heramb Nemlekar, Dylan P. Losey
Autonomous Robots
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Figure from: CIVIL: Causal and intuitive visual imitation learning

A unified framework for robots that influence humans over long-term interaction

Shahabedin Sagheb, Sagar Parekh, Ravi Pandya, Ye-Ji Mun, Katherine Driggs-Campbell, Andrea Bajcsy, Dylan P. Losey

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Figure from: A unified framework for robots that influence humans over long-term interaction

Kiri-Spoon: A kirigami utensil for robot-assisted feeding

Maya Keely, Brandon Franco, Casey Grothoff, Rajat Kumar Jenamani, Tapomayukh Bhattacharjee, Dylan P. Losey, Heramb Nemlekar
The International Journal of Robotics Research
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Figure from: Kiri-Spoon: A kirigami utensil for robot-assisted feeding

RECON: Reducing causal confusion with human-placed markers

Robert Ramirez Sanchez, Heramb Nemlekar, Shahabedin Sagheb, Cara M. Nunez, Dylan P. Losey
IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS)
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Figure from: RECON: Reducing causal confusion with human-placed markers

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

Sagar Parekh, Lauren Bramblett, Nicola Bezzo, Dylan P. Losey
IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS)
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Figure from: Using high-level patterns to estimate how humans predict a robot will behave

Personalizing interfaces to humans with user-friendly priors

Benjamin A. Christie, Heramb Nemlekar, Dylan P. Losey
IEEE International Conference on Robotics and Automation (ICRA)
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Figure from: Personalizing interfaces to humans with user-friendly priors

2024

PECAN: Personalizing robot behaviors through a learned canonical space

Heramb Nemlekar, Robert Ramirez Sanchez, Dylan P. Losey
ACM Transactions on Human-Robot Interaction
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Figure from: PECAN: Personalizing robot behaviors through a learned canonical space

Should collaborative robots be transparent?

Shahabedin Sagheb, Soham Gandhi, Dylan P. Losey
International Journal of Social Robotics
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Figure from: Should collaborative robots be transparent?

Stable-BC: Controlling covariate shift with stable behavior cloning

Shaunak A. Mehta, Yusuf Umut Ciftci, Balamurugan Ramachandran, Somil Bansal, Dylan P. Losey
IEEE Robotics and Automation Letters
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Figure from: Stable-BC: Controlling covariate shift with stable behavior cloning

VIEW: Visual imitation learning with waypoints

Ananth Jonnavittula, Sagar Parekh, Dylan P. Losey
Autonomous Robots
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Figure from: VIEW: Visual imitation learning with waypoints

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
Soft Robotics
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Figure from: Combining and decoupling rigid and soft grippers to enhance robotic manipulation

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

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)
Read Paper Project Website
Figure from: Waypoint-based reinforcement learning for robot manipulation tasks

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)
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Figure from: Aligning learning with communication in shared autonomy

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
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Figure from: A survey of communicating robot learning during human-robot interaction

LIMIT: Learning interfaces to maximize information transfer

Benjamin A. Christie, Dylan P. Losey
ACM Transactions on Human-Robot Interaction
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Figure from: LIMIT: Learning interfaces to maximize information transfer

SARI: Shared autonomy across repeated interaction

Ananth Jonnavittula, Shaunak A. Mehta, Dylan P. Losey
ACM Transactions on Human-Robot Interaction
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Figure from: SARI: Shared autonomy across repeated interaction

2023

Safely and autonomously cutting meat with a collaborative robot arm

Ryan Wright, Sagar Parekh, Robin White, Dylan P. Losey
Scientific Reports
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Figure from: Safely and autonomously cutting meat with a collaborative robot arm

StROL: Stabilized and robust online learning from humans

Shaunak A. Mehta, Forrest Meng, Andrea Bajcsy, Dylan P. Losey
IEEE Robotics and Automation Letters
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Figure from: StROL: Stabilized and robust online learning from humans

Reward learning with intractable normalizing functions

Joshua Hoegerman, Dylan P. Losey
IEEE Robotics and Automation Letters
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Figure from: Reward learning with intractable normalizing functions

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
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Figure from: Coordinated multi-robot shared autonomy based on scheduling and demonstrations

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

Shaunak A. Mehta, Dylan P. Losey
ACM Transactions on Human-Robot Interaction
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Figure from: Unified learning from demonstrations, corrections, and preferences during physical human-robot interaction

Learning latent representations to co-adapt to humans

Sagar Parekh, Dylan P. Losey
Autonomous Robots
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Figure from: Learning latent representations to co-adapt to humans

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)
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Figure from: RISO: Combining rigid grippers with soft switchable adhesives

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)
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Figure from: Towards robots that influence humans over long-term interaction

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
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Figure from: Wrapping haptic displays around robot arms to communicate learning

2022

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

Soheil Habibian, Dylan P. Losey
IEEE Robotics and Automation Letters
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Figure from: Encouraging human interaction with robot teams: Legible and fair subtask allocations

RILI: Robustly influencing latent intent

Sagar Parekh, Soheil Habibian, Dylan P. Losey
IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS)
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Figure from: RILI: Robustly influencing latent intent

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)
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Figure from: Wrapped haptic display for communicating physical robot learning

Learning latent actions without human demonstrations

Shaunak A. Mehta, Sagar Parekh, Dylan P. Losey
IEEE International Conference on Robotics and Automation (ICRA)
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Figure from: Learning latent actions without human demonstrations

Communicating robot conventions through shared autonomy

Ananth Jonnavittula, Dylan P. Losey
IEEE International Conference on Robotics and Automation (ICRA)
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Figure from: Communicating robot conventions through shared autonomy

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)
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Figure from: Assisting operators of articulated machinery with optimal planning and goal inference

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

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
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Figure from: Communicating inferred goals with passive augmented reality and active haptic feedback

Learning to share autonomy across repeated interaction

Ananth Jonnavittula, Dylan P. Losey
IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS)
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Figure from: Learning to share autonomy across repeated interaction

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

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

Erdem Bıyık, Dylan P. Losey, Malayandi Palan, Nicholas C. Landolfi, Gleb Shevchuk, Dorsa Sadigh
The International Journal of Robotics Research
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Figure from: Learning reward functions from diverse sources of human feedback: Optimally integrating demonstrations and preferences

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
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Figure from: Learning latent actions to control assistive robots

Learning visually guided latent actions for assistive teleoperation

Siddharth Karamcheti, Albert J. Zhai, Dylan P. Losey, Dorsa Sadigh
Learning for Dynamics & Control (L4DC)
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Figure from: Learning visually guided latent actions for assistive teleoperation

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

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)
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Figure from: Learning human objectives from sequences of physical corrections

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)
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Figure from: Learning latent representations to influence multi-agent interaction

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)
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Figure from: Learning user-preferred mappings for intuitive robot control

Shared autonomy with learned latent actions

Hong Jun Jeon, Dylan P. Losey, Dorsa Sadigh
Robotics: Science and Systems (RSS)
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Figure from: Shared autonomy with learned latent actions

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

Minae Kwon, Erdem Bıyık, Aditi Talati, Karan Bhasin, Dylan P. Losey, Dorsa Sadigh
ACM/IEEE International Conference on Human-Robot Interaction (HRI)
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Figure from: When humans aren’t optimal: Robots that collaborate with risk-aware humans

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)
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Figure from: Controlling assistive robots with learned latent actions

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

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

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

Erdem Bıyık, Malayandi Palan, Nicholas C. Landolfi, Dylan P. Losey, Dorsa Sadigh
Conference on Robot Learning (CoRL)
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Figure from: Asking easy questions: A user-friendly approach to active reward learning

Robots that take advantage of human trust

Dylan P. Losey, Dorsa Sadigh
IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS)
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Figure from: Robots that take advantage of human trust

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

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

2018

Trajectory deformations from physical human-robot interaction

Dylan P. Losey, Marcia K. O'Malley
IEEE Transactions on Robotics
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Figure from: Trajectory deformations from physical human-robot interaction

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

Including uncertainty when learning from human corrections

Dylan P. Losey, Marcia K. O'Malley
Conference on Robot Learning (CoRL)
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Figure from: Including uncertainty when learning from human corrections

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)
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Figure from: Learning from physical human corrections, one feature at a time

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)
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Figure from: Learning robot objectives from physical human interaction

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)
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Figure from: Effects of discretization on the K-width of series elastic actuators

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

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

Ali Utku Pehlivan, Dylan P. Losey, Marcia K. O'Malley
IEEE Transactions on Robotics
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Figure from: Minimal assist-as-needed controller for upper limb robotic rehabilitation