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Generating stable and controllable character motion in real-time is a key challenge in computer animation. Existing methods often fail to provide fine-grained control or suffer from motion degradation over long sequences, limiting their use…

Computer Vision and Pattern Recognition · Computer Science 2025-12-05 Eunjong Lee , Eunhee Kim , Sanghoon Hong , Eunho Jung , Jihoon Kim

Predicting high-fidelity future human poses, from a historically observed sequence, is decisive for intelligent robots to interact with humans. Deep end-to-end learning approaches, which typically train a generic pre-trained model on…

Computer Vision and Pattern Recognition · Computer Science 2023-04-14 Qiongjie Cui , Huaijiang Sun , Jianfeng Lu , Bin Li , Weiqing Li

AI agents designed to collaborate with people benefit from models that enable them to anticipate human behavior. However, realistic models tend to require vast amounts of human data, which is often hard to collect. A good prior or…

Machine Learning · Computer Science 2022-11-22 Mesut Yang , Micah Carroll , Anca Dragan

Despite growing interest in active inference for robotic control, its application to complex, long-horizon tasks remains untested. We address this gap by introducing a fully hierarchical active inference architecture for goal-directed…

Robotics · Computer Science 2025-07-24 Corrado Pezzato , Ozan Çatal , Toon Van de Maele , Riddhi J. Pitliya , Tim Verbelen

While the advancement of large language models has spurred the development of AI agents to automate tasks, numerous use cases inherently require agents to collaborate with humans due to humans' latent preferences, domain expertise, or the…

Artificial Intelligence · Computer Science 2025-12-09 Yijia Shao , Vinay Samuel , Yucheng Jiang , John Yang , Diyi Yang

The field of Human-Robot Collaboration (HRC) has seen a considerable amount of progress in recent years. Thanks in part to advances in control and perception algorithms, robots have started to work in increasingly unstructured environments,…

Robotics · Computer Science 2022-02-15 Olivier Mangin , Alessandro Roncone , Brian Scassellati

Co-simulation is a promising approach for the modelling and simulation of complex systems, that makes use of mature simulation tools in the respective domains. It has been applied in wildly different domains, oftentimes without a…

Computers and Society · Computer Science 2019-01-21 Gerald Schweiger , Claudio Gomes , Georg Engel , Josef-Peter Schoeggl , Alfred Posch , Irene Hafner , Thierry Nouidu

This letter presents a physical human-robot interaction scenario in which a robot guides and performs the role of a teacher within a defined dance training framework. A combined cognitive and physical feedback of performance is proposed for…

MLLM-based GUI agents have demonstrated strong capabilities in complex user interface interaction tasks. However, long-horizon scenarios remain challenging, as these agents are burdened with tasks beyond their intrinsic capabilities,…

Machine Learning · Computer Science 2026-04-16 Zhengxi Lu , Fei Tang , Guangyi Liu , Kaitao Song , Xu Tan , Jin Ma , Wenqi Zhang , Weiming Lu , Jun Xiao , Yueting Zhuang , Yongliang Shen

With the introduction of collaborative robots, humans and robots can now work together in close proximity and share the same workspace. However, this collaboration presents various challenges that need to be addressed to ensure seamless…

Robotics · Computer Science 2023-07-24 Ali Noormohammadi-Asl , Ali Ayub , Stephen L. Smith , Kerstin Dautenhahn

Improving the reasoning capabilities of embodied agents is crucial for robots to complete complex human instructions in long-view manipulation tasks successfully. Despite the success of large language models and vision language models based…

Artificial Intelligence · Computer Science 2025-10-23 Jinrui Liu , Bingyan Nie , Boyu Li , Yaran Chen , Yuze Wang , Shunsen He , Haoran Li

Work environments are often inadequate and lack inclusivity for individuals with upper-body disabilities. This paper presents a novel online framework for adaptive human-robot interaction (HRI) that accommodates users' arm mobility…

Robotics · Computer Science 2025-10-08 Marta Lagomarsino , Francesco Tassi

We present a scalable, bottom-up and intrinsically diverse data collection scheme that can be used for high-level reasoning with long and medium horizons and that has 2.2x higher throughput compared to traditional narrow top-down…

This paper proposes an adaptive admittance controller for improving efficiency and safety in physical human-robot interaction (pHRI) tasks in small-batch manufacturing that involve contact with stiff environments, such as drilling,…

Robotics · Computer Science 2024-07-22 Pouya P. Niaz , Engin Erzin , Cagatay Basdogan

AI technologies, including deep learning, large-language models have gone from one breakthrough to the other. As a result, we are witnessing growing excitement in robotics at the prospect of leveraging the potential of AI to tackle some of…

The co-adaptation of robots has been a long-standing research endeavour with the goal of adapting both body and behaviour of a system for a given task, inspired by the natural evolution of animals. Co-adaptation has the potential to…

Machine Learning · Computer Science 2023-02-08 Chang Rajani , Karol Arndt , David Blanco-Mulero , Kevin Sebastian Luck , Ville Kyrki

Ensuring safe physical interaction between torque-controlled manipulators and humans is essential for deploying robots in everyday environments. Model Predictive Control (MPC) has emerged as a suitable framework thanks to its capacity to…

Embodied Planning is dedicated to the goal of creating agents capable of executing long-horizon tasks in complex physical worlds. However, existing embodied planning benchmarks frequently feature short-horizon tasks and coarse-grained…

Robotics · Computer Science 2025-08-06 Muzhen Cai , Xiubo Chen , Yining An , Jiaxin Zhang , Xuesong Wang , Wang Xu , Weinan Zhang , Ting Liu

Human-robot co-carrying tasks reveal their potential in both industrial and everyday applications by leveraging the strengths of both parties. Effective control of robots in these tasks requires managing the energy level in the closed-loop…

Robotics · Computer Science 2025-11-18 Dang Van Trong , Hiroki Kotake , Sumitaka Honji , Takahiro Wada

Most existing hand motion generation benchmarks for hand-object interaction (HOI) focus on static objects, leaving dynamic scenarios with moving targets and time-critical coordination largely untested. To address this gap, we introduce the…

Computer Vision and Pattern Recognition · Computer Science 2026-02-13 BoCheng Hu , Zhonghan Zhao , Kaiyue Zhou , Hongwei Wang , Gaoang Wang