Publications

2026

TMLR 2026
Disentangled Concept-Residual Models: Bridging the Interpretability-Performance Gap for Incomplete Concept Sets
Renos Zabounidis, Ini Oguntola, Konghao Zhao, Joseph Campbell, Woojun Kim, Simon Stepputtis, Katia P. Sycara
Trans. Mach. Learn. Res.
arXiv 2026
From Local Corrections to Generalized Skills: Improving Neuro-Symbolic Policies with MEMO
Benjamin A. Christie, Yinlong Dai, Mohammad Bararjanianbahnamiri, Simon Stepputtis, Dylan P. Losey
arXiv Preprint
arXiv 2026
Language Movement Primitives: Grounding Language Models in Robot Motion
Yinlong Dai, Benjamin A. Christie, Daniel J. Evans, Dylan P. Losey, Simon Stepputtis
arXiv Preprint
AAAI 2026
LieCraft: A Multi-Agent Framework for Evaluating Deceptive Capabilities in Language Models
Matthew Lyle Olson, Neale Ratzlaff, Musashi Hinck, Tri Nguyen, Vasudev Lal, Joseph Campbell, Simon Stepputtis, Shao{-}Yen Tseng
Fortieth {AAAI} Conference on Artificial Intelligence, Thirty-Eighth Conference on Innovative Applications of Artificial Intelligence, Sixteenth Symposium on Educational Advances in Artificial Intelligence, {AAAI} 2026, Singapore, January 20-27, 2026
arXiv 2026
LieCraft: A Multi-Agent Framework for Evaluating Deceptive Capabilities in Language Models
Matthew Lyle Olson, Neale Ratzlaff, Musashi Hinck, Tri Nguyen, Vasudev Lal, Joseph Campbell, Simon Stepputtis, Shao{-}Yen Tseng
arXiv Preprint
arXiv 2026
Overcoming Valid Action Suppression in Unmasked Policy Gradient Algorithms
Renos Zabounidis, Roy Siegelmann, Mohamad Qadri, Woojun Kim, Simon Stepputtis, Katia P. Sycara
arXiv Preprint
arXiv 2026
SCALAR: Learning and Composing Skills through LLM Guided Symbolic Planning and Deep RL Grounding
Renos Zabounidis, Yue Wu, Simon Stepputtis, Woojun Kim, Yuanzhi Li, Tom Mitchell, Katia Sycara
arXiv Preprint
arXiv 2026
Theory of Mind Guided Strategy Adaptation for Zero-Shot Coordination
Andrew Ni, Simon Stepputtis, Stefanos Nikolaidis, Michael Lewis, Katia P. Sycara, Woojun Kim
arXiv Preprint

2025

arXiv 2025
Adaptively Coordinating with Novel Partners via Learned Latent Strategies
Benjamin Li, Shuyang Shi, Lucia Romero, Huao Li, Yaqi Xie, Woojun Kim, Stefanos Nikolaidis, Michael Lewis, Katia Sycara, Simon Stepputtis
arXiv Preprint
arXiv 2025
Bayesian Social Deduction with Graph-Informed Language Models
Shahab Rahimirad, Guven Gergerli, Lucia Romero, Angela Qian, Matthew Lyle Olson, Simon Stepputtis, Joseph Campbell
arXiv Preprint
WACV 2025
Enhancing Vision-Language Few-Shot Adaptation with Negative Learning
Ce Zhang, Simon Stepputtis, Katia P. Sycara, Yaqi Xie
{IEEE/CVF} Winter Conference on Applications of Computer Vision, {WACV} 2025, Tucson, AZ, USA, February 26 - March 6, 2025
ACL 2025
InstructPart: Task-Oriented Part Segmentation with Instruction Reasoning
Zifu Wan, Yaqi Xie, Ce Zhang, Zhiqiu Lin, Zihan Wang, Simon Stepputtis, Deva Ramanan, Katia P. Sycara
Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers), {ACL} 2025, Vienna, Austria, July 27 - August 1, 2025
arXiv 2025
InstructPart: Task-Oriented Part Segmentation with Instruction Reasoning
Zifu Wan, Yaqi Xie, Ce Zhang, Zhiqiu Lin, Zihan Wang, Simon Stepputtis, Deva Ramanan, Katia P. Sycara
arXiv Preprint
arXiv 2025
Model-Agnostic Policy Explanations with Large Language Models
Zhang Xi{-}Jia, Yue Guo, Shufei Chen, Simon Stepputtis, Matthew C. Gombolay, Katia P. Sycara, Joseph Campbell
arXiv Preprint
arXiv 2025
Modeling Latent Partner Strategies for Adaptive Zero-Shot Human-Agent Collaboration
Benjamin Li, Shuyang Shi, Lucia Romero, Huao Li, Yaqi Xie, Woojun Kim, Stefanos Nikolaidis, Michael Lewis, Katia P. Sycara, Simon Stepputtis
arXiv Preprint
ICLR 2025
OMG: Opacity Matters in Material Modeling with Gaussian Splatting
Silong Yong, Venkata Nagarjun Pudureddiyur Manivannan, Bernhard Kerbl, Zifu Wan, Simon Stepputtis, Katia P. Sycara, Yaqi Xie
The Thirteenth International Conference on Learning Representations, {ICLR} 2025, Singapore, April 24-28, 2025
arXiv 2025
OMG: Opacity Matters in Material Modeling with Gaussian Splatting
Silong Yong, Venkata Nagarjun Pudureddiyur Manivannan, Bernhard Kerbl, Zifu Wan, Simon Stepputtis, Katia P. Sycara, Yaqi Xie
arXiv Preprint
ICCV 2025
ONLY: One-Layer Intervention Sufficiently Mitigates Hallucinations in Large Vision-Language Models
Zifu Wan, Ce Zhang, Silong Yong, Martin Q. Ma, Simon Stepputtis, Louis{-}Philippe Morency, Deva Ramanan, Katia Sycara, Yaqi Xie
{IEEE/CVF} International Conference on Computer Vision, {ICCV} 2025, Honolulu, HI, USA, October 19-25, 2025
arXiv 2025
ONLY: One-Layer Intervention Sufficiently Mitigates Hallucinations in Large Vision-Language Models
Zifu Wan, Ce Zhang, Silong Yong, Martin Q. Ma, Simon Stepputtis, Louis{-}Philippe Morency, Deva Ramanan, Katia P. Sycara, Yaqi Xie
arXiv Preprint
ICLR 2025
Self-Correcting Decoding with Generative Feedback for Mitigating Hallucinations in Large Vision-Language Models
Ce Zhang, Zifu Wan, Zhehan Kan, Martin Q. Ma, Simon Stepputtis, Deva Ramanan, Russ Salakhutdinov, Louis{-}Philippe Morency, Katia P. Sycara, Yaqi Xie
The Thirteenth International Conference on Learning Representations, {ICLR} 2025, Singapore, April 24-28, 2025
arXiv 2025
Self-Correcting Decoding with Generative Feedback for Mitigating Hallucinations in Large Vision-Language Models
Ce Zhang, Zifu Wan, Zhehan Kan, Martin Q. Ma, Simon Stepputtis, Deva Ramanan, Russ Salakhutdinov, Louis{-}Philippe Morency, Katia P. Sycara, Yaqi Xie
arXiv Preprint
WACV 2025
Sigma: Siamese Mamba Network for Multi-Modal Semantic Segmentation
Zifu Wan, Pingping Zhang, Yuhao Wang, Silong Yong, Simon Stepputtis, Katia P. Sycara, Yaqi Xie
{IEEE/CVF} Winter Conference on Applications of Computer Vision, {WACV} 2025, Tucson, AZ, USA, February 26 - March 6, 2025
arXiv 2025
Speaking the Language of Teamwork: LLM-Guided Credit Assignment in Multi-Agent Reinforcement Learning
Muhan Lin, Shuyang Shi, Yue Guo, Vaishnav Tadiparthi, Behdad Chalaki, Ehsan Moradi{-}Pari, Simon Stepputtis, Woojun Kim, Joseph Campbell, Katia P. Sycara
arXiv Preprint
arXiv 2025
Spectral-Aware Global Fusion for RGB-Thermal Semantic Segmentation
Ce Zhang, Zifu Wan, Simon Stepputtis, Katia P. Sycara, Yaqi Xie
arXiv Preprint

2024

RA-L 2024
A Comparison of Imitation Learning Algorithms for Bimanual Manipulation
Michael Drolet, Simon Stepputtis, Siva Kailas, Ajinkya Jain, Jan Peters, Stefan Schaal, Heni Ben Amor
{IEEE} Robotics Autom. Lett.
arXiv 2024
A Comparison of Imitation Learning Algorithms for Bimanual Manipulation
Michael Drolet, Simon Stepputtis, Siva Kailas, Ajinkya Jain, Jan Peters, Stefan Schaal, Heni Ben Amor
arXiv Preprint
CoLLAs 2024
Adaptive Action Advising with Different Rewards
Yue Guo, Xijia Zhang, Simon Stepputtis, Joseph Campbell, Katia P. Sycara
Conference on Lifelong Learning Agents, 29-1 August 2024, University of Pisa, Pisa, Italy
NeurIPS 2024
Dual Prototype Evolving for Test-Time Generalization of Vision-Language Models
Ce Zhang, Simon Stepputtis, Katia P. Sycara, Yaqi Xie
Advances in Neural Information Processing Systems 38: Annual Conference on Neural Information Processing Systems 2024, NeurIPS 2024, Vancouver, BC, Canada, December 10 - 15, 2024
arXiv 2024
Dual Prototype Evolving for Test-Time Generalization of Vision-Language Models
Ce Zhang, Simon Stepputtis, Katia P. Sycara, Yaqi Xie
arXiv Preprint
NeurIPS 2024
GL-NeRF: Gauss-Laguerre Quadrature Enables Training-Free NeRF Acceleration
Silong Yong, Yaqi Xie, Simon Stepputtis, Katia P. Sycara
Advances in Neural Information Processing Systems 38: Annual Conference on Neural Information Processing Systems 2024, NeurIPS 2024, Vancouver, BC, Canada, December 10 - 15, 2024
arXiv 2024
GL-NeRF: Gauss-Laguerre Quadrature Enables Training-Free NeRF Acceleration
Silong Yong, Yaqi Xie, Simon Stepputtis, Katia P. Sycara
arXiv Preprint
CVPR 2024
HiKER-SGG: Hierarchical Knowledge Enhanced Robust Scene Graph Generation
Ce Zhang, Simon Stepputtis, Joseph Campbell, Katia P. Sycara, Yaqi Xie
{IEEE/CVF} Conference on Computer Vision and Pattern Recognition, {CVPR} 2024, Seattle, WA, USA, June 16-22, 2024
arXiv 2024
HiKER-SGG: Hierarchical Knowledge Enhanced Robust Scene Graph Generation
Ce Zhang, Simon Stepputtis, Joseph Campbell, Katia P. Sycara, Yaqi Xie
arXiv Preprint
arXiv 2024
HiMemFormer: Hierarchical Memory-Aware Transformer for Multi-Agent Action Anticipation
Zirui Wang, Xinran Zhao, Simon Stepputtis, Woojun Kim, Tongshuang Wu, Katia P. Sycara, Yaqi Xie
arXiv Preprint
RAL 2024
Let Me Help You! Neuro-Symbolic Short-Context Action Anticipation
Sarthak Bhagat, Samuel Li, Joseph Campbell, Yaqi Xie, Katia P. Sycara, Simon Stepputtis
{IEEE} Robotics Autom. Lett.
NeurIPS 2024
LogiCity: Advancing Neuro-Symbolic AI with Abstract Urban Simulation
Bowen Li, Zhaoyu Li, Qiwei Du, Jinqi Luo, Wenshan Wang, Yaqi Xie, Simon Stepputtis, Chen Wang, Katia P. Sycara, Pradeep Ravikumar, Alexander G. Gray, Xujie Si, Sebastian A. Scherer
Advances in Neural Information Processing Systems 38: Annual Conference on Neural Information Processing Systems 2024, NeurIPS 2024, Vancouver, BC, Canada, December 10 - 15, 2024
arXiv 2024
LogiCity: Advancing Neuro-Symbolic AI with Abstract Urban Simulation
Bowen Li, Zhaoyu Li, Qiwei Du, Jinqi Luo, Wenshan Wang, Yaqi Xie, Simon Stepputtis, Chen Wang, Katia P. Sycara, Pradeep Kumar Ravikumar, Alexander G. Gray, Xujie Si, Sebastian A. Scherer
arXiv Preprint
arXiv 2024
Multi-Agent Transfer Learning via Temporal Contrastive Learning
Weihao Zeng, Joseph Campbell, Simon Stepputtis, Katia P. Sycara
arXiv Preprint
EMNLP 2024
Navigating Noisy Feedback: Enhancing Reinforcement Learning with Error-Prone Language Models
Muhan Lin, Shuyang Shi, Yue Guo, Behdad Chalaki, Vaishnav Tadiparthi, Ehsan Moradi{-}Pari, Simon Stepputtis, Joseph Campbell, Katia P. Sycara
Findings of the Association for Computational Linguistics: {EMNLP} 2024, Miami, Florida, USA, November 12-16, 2024
arXiv 2024
Navigating Noisy Feedback: Enhancing Reinforcement Learning with Error-Prone Language Models
Muhan Lin, Shuyang Shi, Yue Guo, Behdad Chalaki, Vaishnav Tadiparthi, Ehsan Moradi{-}Pari, Simon Stepputtis, Joseph Campbell, Katia P. Sycara
arXiv Preprint
arXiv 2024
Negative Yields Positive: Unified Dual-Path Adapter for Vision-Language Models
Ce Zhang, Simon Stepputtis, Katia P. Sycara, Yaqi Xie
arXiv Preprint
IROS 2024
ShapeGrasp: Zero-Shot Task-Oriented Grasping with Large Language Models through Geometric Decomposition
Samuel Li, Sarthak Bhagat, Joseph Campbell, Yaqi Xie, Woojun Kim, Katia P. Sycara, Simon Stepputtis
{IEEE/RSJ} International Conference on Intelligent Robots and Systems, {IROS} 2024, Abu Dhabi, United Arab Emirates, October 14-18, 2024
arXiv 2024
ShapeGrasp: Zero-Shot Task-Oriented Grasping with Large Language Models through Geometric Decomposition
Samuel Li, Sarthak Bhagat, Joseph Campbell, Yaqi Xie, Woojun Kim, Katia P. Sycara, Simon Stepputtis
arXiv Preprint
arXiv 2024
Sigma: Siamese Mamba Network for Multi-Modal Semantic Segmentation
Zifu Wan, Yuhao Wang, Silong Yong, Pingping Zhang, Simon Stepputtis, Katia P. Sycara, Yaqi Xie
arXiv Preprint
arXiv 2024
Symbolic Graph Inference for Compound Scene Understanding
FNU Aryan, Simon Stepputtis, Sarthak Bhagat, Joseph Campbell, Kwonjoon Lee, Hossein Nourkhiz Mahjoub, Katia P. Sycara
arXiv Preprint

2023

SMC 2023
A Framework for Intervention Based Team Support in Time Critical Tasks
Dana Hughes, Huao Li, Max Chis, Ini Oguntola, Simon Stepputtis, Keyang Zheng, Joseph Campbell, Katia P. Sycara, Michael Lewis
{IEEE} International Conference on Systems, Man, and Cybernetics, {SMC} 2023, Honolulu, Oahu, HI, USA, October 1-4, 2023
arXiv 2023
Benchmarking and Enhancing Disentanglement in Concept-Residual Models
Renos Zabounidis, Ini Oguntola, Konghao Zhao, Joseph Campbell, Simon Stepputtis, Katia P. Sycara
arXiv Preprint
NeurIPS 2023
Characterizing Out-of-Distribution Error via Optimal Transport
Yuzhe Lu, Yilong Qin, Runtian Zhai, Andrew Shen, Ketong Chen, Zhenlin Wang, Soheil Kolouri, Simon Stepputtis, Joseph Campbell, Katia P. Sycara
Advances in Neural Information Processing Systems 36: Annual Conference on Neural Information Processing Systems 2023, NeurIPS 2023, New Orleans, LA, USA, December 10 - 16, 2023
arXiv 2023
Characterizing Out-of-Distribution Error via Optimal Transport
Yuzhe Lu, Yilong Qin, Runtian Zhai, Andrew Shen, Ketong Chen, Zhenlin Wang, Soheil Kolouri, Simon Stepputtis, Joseph Campbell, Katia P. Sycara
arXiv Preprint
arXiv 2023
Concept Learning for Interpretable Multi-Agent Reinforcement Learning
Renos Zabounidis, Joseph Campbell, Simon Stepputtis, Dana Hughes, Katia P. Sycara
arXiv Preprint
ICRA 2023
Explainable Action Advising for Multi-Agent Reinforcement Learning
Yue Guo, Joseph Campbell, Simon Stepputtis, Ruiyu Li, Dana Hughes, Fei Fang, Katia P. Sycara
{IEEE} International Conference on Robotics and Automation, {ICRA} 2023, London, UK, May 29 - June 2, 2023
arXiv 2023
Explaining Agent Behavior with Large Language Models
Xijia Zhang, Yue Guo, Simon Stepputtis, Katia P. Sycara, Joseph Campbell
arXiv Preprint
CoLLAs 2023
Introspective Action Advising for Interpretable Transfer Learning
Joseph Campbell, Yue Guo, Fiona Xie, Simon Stepputtis, Katia P. Sycara
Conference on Lifelong Learning Agents, 22-25 August 2023, McGill University, Montr{\'{e}}al, Qu{\'{e}}bec, Canada
arXiv 2023
Introspective Action Advising for Interpretable Transfer Learning
Joseph Campbell, Yue Guo, Fiona Xie, Simon Stepputtis, Katia P. Sycara
arXiv Preprint
arXiv 2023
Knowledge-Guided Short-Context Action Anticipation in Human-Centric Videos
Sarthak Bhagat, Simon Stepputtis, Joseph Campbell, Katia P. Sycara
arXiv Preprint
AuRo 2023
Learning modular language-conditioned robot policies through attention
Yifan Zhou, Shubham D. Sonawani, Mariano J. Phielipp, Heni Ben Amor, Simon Stepputtis
Auton. Robots
EMNLP 2023
Long-Horizon Dialogue Understanding for Role Identification in the Game of Avalon with Large Language Models
Simon Stepputtis, Joseph Campbell, Yaqi Xie, Zhengyang Qi, Wenxin Sharon Zhang, Ruiyi Wang, Sanketh Rangreji, Charles Lewis, Katia P. Sycara
Findings of the Association for Computational Linguistics: {EMNLP} 2023, Singapore, December 6-10, 2023
arXiv 2023
Long-Horizon Dialogue Understanding for Role Identification in the Game of Avalon with Large Language Models
Simon Stepputtis, Joseph Campbell, Yaqi Xie, Zhengyang Qi, Wenxin Sharon Zhang, Ruiyi Wang, Sanketh Rangreji, Michael Lewis, Katia P. Sycara
arXiv Preprint
CoLLAs 2023
Sample-Efficient Learning of Novel Visual Concepts
Sarthak Bhagat, Simon Stepputtis, Joseph Campbell, Katia P. Sycara
Conference on Lifelong Learning Agents, 22-25 August 2023, McGill University, Montr{\'{e}}al, Qu{\'{e}}bec, Canada
arXiv 2023
Sample-Efficient Learning of Novel Visual Concepts
Sarthak Bhagat, Simon Stepputtis, Joseph Campbell, Katia P. Sycara
arXiv Preprint
arXiv 2023
Theory of Mind as Intrinsic Motivation for Multi-Agent Reinforcement Learning
Ini Oguntola, Joseph Campbell, Simon Stepputtis, Katia P. Sycara
arXiv Preprint
EMNLP 2023
Theory of Mind for Multi-Agent Collaboration via Large Language Models
Huao Li, Yu Quan Chong, Simon Stepputtis, Joseph Campbell, Dana Hughes, Charles Lewis, Katia P. Sycara
Proceedings of the 2023 Conference on Empirical Methods in Natural Language Processing, {EMNLP} 2023, Singapore, December 6-10, 2023
arXiv 2023
Theory of Mind for Multi-Agent Collaboration via Large Language Models
Huao Li, Yu Quan Chong, Simon Stepputtis, Joseph Campbell, Dana Hughes, Michael Lewis, Katia P. Sycara
arXiv Preprint
arXiv 2023
Understanding Your Agent: Leveraging Large Language Models for Behavior Explanation
Xijia Zhang, Yue Guo, Simon Stepputtis, Katia P. Sycara, Joseph Campbell
arXiv Preprint

2022

IROS 2022
A System for Imitation Learning of Contact-Rich Bimanual Manipulation Policies
Simon Stepputtis, Maryam Bandari, Stefan Schaal, Heni Ben Amor
{IEEE/RSJ} International Conference on Intelligent Robots and Systems, {IROS} 2022, Kyoto, Japan, October 23-27, 2022
arXiv 2022
A System for Imitation Learning of Contact-Rich Bimanual Manipulation Policies
Simon Stepputtis, Maryam Bandari, Stefan Schaal, Heni Ben Amor
arXiv Preprint
CoRL 2022
Concept Learning for Interpretable Multi-Agent Reinforcement Learning
Renos Zabounidis, Joseph Campbell, Simon Stepputtis, Dana Hughes, Katia P. Sycara
Conference on Robot Learning, CoRL 2022, 14-18 December 2022, Auckland, New Zealand
arXiv 2022
Explainable Action Advising for Multi-Agent Reinforcement Learning
Yue Guo, Joseph Campbell, Simon Stepputtis, Ruiyu Li, Dana Hughes, Fei Fang, Katia P. Sycara
arXiv Preprint
CoRL 2022
Modularity through Attention: Efficient Training and Transfer of Language-Conditioned Policies for Robot Manipulation
Yifan Zhou, Shubham D. Sonawani, Mariano J. Phielipp, Simon Stepputtis, Heni Ben Amor
Conference on Robot Learning, CoRL 2022, 14-18 December 2022, Auckland, New Zealand
arXiv 2022
Modularity through Attention: Efficient Training and Transfer of Language-Conditioned Policies for Robot Manipulation
Yifan Zhou, Shubham D. Sonawani, Mariano J. Phielipp, Simon Stepputtis, Heni Ben Amor
arXiv Preprint

2020

NeurIPS 2020
Language-Conditioned Imitation Learning for Robot Manipulation Tasks
Simon Stepputtis, Joseph Campbell, Mariano J. Phielipp, Stefan Lee, Chitta Baral, Heni Ben Amor
Advances in Neural Information Processing Systems 33: Annual Conference on Neural Information Processing Systems 2020, NeurIPS 2020, December 6-12, 2020, virtual
arXiv 2020
Language-Conditioned Imitation Learning for Robot Manipulation Tasks
Simon Stepputtis, Joseph Campbell, Mariano J. Phielipp, Stefan Lee, Chitta Baral, Heni Ben Amor
arXiv Preprint

2019

arXiv 2019
Imitation Learning of Robot Policies by Combining Language, Vision and Demonstration
Simon Stepputtis, Joseph Campbell, Mariano J. Phielipp, Chitta Baral, Heni Ben Amor
arXiv Preprint
IROS 2019
Improved Exploration through Latent Trajectory Optimization in Deep Deterministic Policy Gradient
Kevin Sebastian Luck, Mel Vecer{\'{\i}}k, Simon Stepputtis, Heni Ben Amor, Jonathan Scholz
2019 {IEEE/RSJ} International Conference on Intelligent Robots and Systems, {IROS} 2019, Macau, SAR, China, November 3-8, 2019
arXiv 2019
Improved Exploration through Latent Trajectory Optimization in Deep Deterministic Policy Gradient
Kevin Sebastian Luck, Mel Vecer{\'{\i}}k, Simon Stepputtis, Heni Ben Amor, Jonathan Scholz
arXiv Preprint
IROS 2019
Learning Interactive Behaviors for Musculoskeletal Robots Using Bayesian Interaction Primitives
Joseph Campbell, Arne Hitzmann, Simon Stepputtis, Shuhei Ikemoto, Koh Hosoda, Heni Ben Amor
2019 {IEEE/RSJ} International Conference on Intelligent Robots and Systems, {IROS} 2019, Macau, SAR, China, November 3-8, 2019
arXiv 2019
Learning Interactive Behaviors for Musculoskeletal Robots Using Bayesian Interaction Primitives
Joseph Campbell, Arne Hitzmann, Simon Stepputtis, Shuhei Ikemoto, Koh Hosoda, Heni Ben Amor
arXiv Preprint
RSS 2019
Probabilistic Multimodal Modeling for Human-Robot Interaction Tasks
Joseph Campbell, Simon Stepputtis, Heni Ben Amor
Robotics: Science and Systems XV, University of Freiburg, Freiburg im Breisgau, Germany, June 22-26, 2019
arXiv 2019
Probabilistic Multimodal Modeling for Human-Robot Interaction Tasks
Joseph Campbell, Simon Stepputtis, Heni Ben Amor
arXiv Preprint

2018

ICRA 2018
Extrinsic Dexterity Through Active Slip Control Using Deep Predictive Models
Simon Stepputtis, Yezhou Yang, Heni Ben Amor
2018 {IEEE} International Conference on Robotics and Automation, {ICRA} 2018, Brisbane, Australia, May 21-25, 2018
AuRo 2018
One-shot learning of human-robot handovers with triadic interaction meshes
David Vogt, Simon Stepputtis, Bernhard Jung, Heni Ben Amor
Auton. Robots

2017

ICRA 2017
A system for learning continuous human-robot interactions from human-human demonstrations
David Vogt, Simon Stepputtis, Steve Grehl, Bernhard Jung, Heni Ben Amor
2017 {IEEE} International Conference on Robotics and Automation, {ICRA} 2017, Singapore, Singapore, May 29 - June 3, 2017

2016

Humanoids 2016
Learning human-robot interactions from human-human demonstrations (with applications in Lego rocket assembly)
David Vogt, Simon Stepputtis, Richard Weinhold, Bernhard Jung, Heni Ben Amor
16th {IEEE-RAS} International Conference on Humanoid Robots, Humanoids 2016, Cancun, Mexico, November 15-17, 2016