2023
Safe reinforcement learning of dynamic high-dimensional robotic tasks: navigation, manipulation, interaction Proceedings Article
In: 2023 IEEE International Conference on Robotics and Automation (ICRA), pp. 9449–9456, IEEE 2023.
Hierarchical policy blending as inference for reactive robot control Proceedings Article
In: 2023 IEEE International Conference on Robotics and Automation (ICRA), pp. 10181–10188, IEEE 2023.
Hierarchical Policy Blending As Optimal Transport Proceedings Article
In: Learning for Dynamics and Control Conference, pp. 797–812, PMLR 2023.
Diversity as a Game Changer for Successful Teams in RoboCup [Women in Engineering] Journal Article
In: IEEE Robotics & Automation Magazine, vol. 30, no. 1, pp. 98–100, 2023.
Learning to reason over scene graphs: a case study of finetuning GPT-2 into a robot language model for grounded task planning Journal Article
In: Frontiers in Robotics and AI, vol. 10, 2023.
Learning Any-View 6DoF Robotic Grasping in Cluttered Scenes via Neural Surface Rendering Journal Article
In: arXiv preprint arXiv:2306.07392, 2023.
Accelerating Motion Planning via Optimal Transport Journal Article
In: arXiv preprint arXiv:2309.15970, 2023.
Active-Perceptive Motion Generation for Mobile Manipulation Journal Article
In: arXiv preprint arXiv:2310.00433, 2023.
2022
Learn2assemble with structured representations and search for robotic architectural construction Proceedings Article
In: Conference on Robot Learning, pp. 1401–1411, PMLR 2022.
Robotic architectural assembly with tactile skills: Simulation and optimization Journal Article
In: Automation in Construction, vol. 133, pp. 104006, 2022.
Graph-based Reinforcement Learning meets Mixed Integer Programs: An application to 3D robot assembly discovery Proceedings Article
In: 2022 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), pp. 10215–10222, IEEE 2022.
Robot learning of mobile manipulation with reachability behavior priors Journal Article
In: IEEE Robotics and Automation Letters, vol. 7, no. 3, pp. 8399–8406, 2022.
Regularized deep signed distance fields for reactive motion generation Proceedings Article
In: 2022 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), pp. 6673–6680, IEEE 2022.
Learning Implicit Priors for Motion Optimization Journal Article
In: arXiv preprint arXiv:2204.05369, 2022.
A Semantic Enhancement of Unified Geometric Representations for Improving Indoor Visual SLAM Proceedings Article
In: 2022 19th International Conference on Ubiquitous Robots (UR), pp. 288–294, IEEE 2022.
Monte-Carlo robot path planning Journal Article
In: IEEE Robotics and Automation Letters, vol. 7, no. 4, pp. 11213–11220, 2022.
SE (3)-DiffusionFields: Learning cost functions for joint grasp and motion optimization through diffusion Journal Article
In: arXiv preprint arXiv:2209.03855, 2022.
Placing by Touching: An empirical study on the importance of tactile sensing for precise object placing Journal Article
In: arXiv preprint arXiv:2210.02054, 2022.
Prioritized Sampling with Intrinsic Motivation in Multi-Task Reinforcement Learning Proceedings Article
In: 2022 International Joint Conference on Neural Networks (IJCNN), pp. 1–8, IEEE 2022.
Entropy-driven Unsupervised Keypoint Representation Learning in Videos Journal Article
In: arXiv preprint arXiv:2209.15404, 2022.
MILD: Multimodal Interactive Latent Dynamics for Learning Human-Robot Interaction Proceedings Article
In: 2022 IEEE-RAS 21st International Conference on Humanoid Robots (Humanoids), pp. 472–479, IEEE 2022.
Active exploration for robotic manipulation Proceedings Article
In: 2022 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), pp. 9355–9362, IEEE 2022.
Auto (mated) nomous Assembly Proceedings Article
In: International Conference on Trends on Construction in the Post-Digital Era, pp. 167–181, Springer International Publishing Cham 2022.
Accelerating integrated task and motion planning with neural feasibility checking Journal Article
In: arXiv preprint arXiv:2203.10568, 2022.
The Value of Diversity in the Robotics and Automation Society [Women in Engineering] Journal Article
In: IEEE Robotics & Automation Magazine, vol. 29, no. 3, pp. 153–154, 2022.
2021
Contextual latent-movements off-policy optimization for robotic manipulation skills Proceedings Article
In: 2021 IEEE International Conference on Robotics and Automation (ICRA), pp. 10815–10821, IEEE 2021.
Extended task and motion planning of long-horizon robot manipulation Journal Article
In: arXiv preprint arXiv:2103.05456, 2021.
Model predictive actor-critic: Accelerating robot skill acquisition with deep reinforcement learning Proceedings Article
In: 2021 IEEE International Conference on Robotics and Automation (ICRA), pp. 6672–6678, IEEE 2021.
The i-walk lightweight assistive rollator: First evaluation study Journal Article
In: Frontiers in Robotics and AI, vol. 8, pp. 677542, 2021.
Directed acyclic graph neural network for human motion prediction Proceedings Article
In: 2021 IEEE International Conference on Robotics and Automation (ICRA), pp. 3197–3204, IEEE 2021.
Deep Leg Tracking by Detection and Gait Analysis in 2D Range Data for Intelligent Robotic Assistants Proceedings Article
In: 2021 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), pp. 2657–2662, IEEE 2021.
Architectural Assembly with Tactile Skills: Simulation and Optimization Journal Article
In: 2021.
2020
Orientation attentive robot grasp synthesis Miscellaneous
2020.
Revisiting Grasp Map Representation with a Focus on Orientation in Grasp Synthesis Proceedings Article
In: Visual Learning and Reasoning for Robotic Manipulation, RSS Workshop, 2020.
i-Walk Intelligent Assessment System: Activity, Mobility, Intention, Communication Proceedings Article
In: Proc. European Conference on Computer Vision (ECCV) – Workshops, 2020.
How to track your dragon: A Multi-Attentional Framework for real-time RGB-D 6-DOF Object Pose Tracking Proceedings Article
In: Proc. European Conference on Computer Vision (ECCV) – Workshops, 2020.
The I-walk assistive robot: a multimodal intelligent robotic rollator providing cognitive and mobility assistance to the elderly and motor-impaired Proceedings Article
In: International Workshop on Human-Friendly Robotics, pp. 31–45, Springer International Publishing Cham 2020.
2019
A Deep Learning Approach for Multi-View Engagement Estimation of Children in a Child-Robot Joint Attention Task Proceedings Article
In: 2019 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), 2019.
LSTM-based Network for Human Gait Stability Prediction in an Intelligent Robotic Rollator Proceedings Article
In: 2019 International Conference on Robotics and Automation (ICRA), 2019.
Assessing the concurrent validity of a gait analysis system integrated into a smart walker in older adults with gait impairments Journal Article
In: Clinical Rehabilitation, vol. 33, no. 10, pp. 1682–1687, 2019.
Learn to adapt to human walking: A model-based reinforcement learning approach for a robotic assistant rollator Journal Article
In: IEEE Robotics and Automation Letters, vol. 4, no. 4, pp. 3774–3781, 2019.
Video processing and learning in assistive robotic applications Proceedings Article
In: 2019 IEEE International Conference on Image Processing (ICIP), pp. 2457–2457, IEEE 2019.
Gait Analysis using a smart Rollator: A Validation Study for the elderly People with Mobility Impairments Proceedings Article
In: ZEITSCHRIFT FUR GERONTOLOGIE UND GERIATRIE, pp. S155–S155, SPRINGER HEIDELBERG TIERGARTENSTRASSE 17, D-69121 HEIDELBERG, GERMANY 2019.
Human-centered service robotic systems for assisted living Proceedings Article
In: Advances in Service and Industrial Robotics: Proceedings of the 27th International Conference on Robotics in Alpe-Adria Danube Region (RAAD 2018), pp. 132–140, Springer International Publishing 2019.
2018
Augmented human state estimation using interacting multiple model particle filters with probabilistic data association Journal Article
In: IEEE Robotics and Automation Letters, vol. 3, no. 3, pp. 1872–1879, 2018.
User-adaptive human-robot formation control for an intelligent robotic walker using augmented human state estimation and pathological gait characterization Proceedings Article
In: 2018 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), pp. 6016–6022, IEEE 2018.
A framework for robot learning during child-robot interaction with human engagement as reward signal Proceedings Article
In: 2018 27th IEEE International Symposium on Robot and Human Interactive Communication (RO-MAN), pp. 461–464, IEEE 2018.
Advances in Service and Industrial Robotics: Proceedings of the 27th International Conference on Robotics in Alpe-Adria Danube Region (RAAD 2018) Book
Springer, 2018.
2017
Comparative experimental validation of human gait tracking algorithms for an intelligent robotic rollator Proceedings Article
In: 2017 IEEE International Conference on Robotics and Automation (ICRA), pp. 6026–6031, IEEE 2017.
Intelligent assistive robotic systems for the elderly: two real-life use cases Proceedings Article
In: Proceedings of the 10th International Conference on PErvasive Technologies Related to Assistive Environments, pp. 360–365, 2017.