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Robotic pushing is a fundamental manipulation task that requires tactile feedback to capture subtle contact forces and dynamics between the end-effector and the object. However, real tactile sensors often face hardware limitations such as…

Robotics · Computer Science 2025-10-24 Zhiyuan Wu , Yijiong Lin , Yongqiang Zhao , Xuyang Zhang , Zhuo Chen , Nathan Lepora , Shan Luo

We present DyNaVLM, an end-to-end vision-language navigation framework using Vision-Language Models (VLM). In contrast to prior methods constrained by fixed angular or distance intervals, our system empowers agents to freely select…

Robotics · Computer Science 2025-06-19 Zihe Ji , Huangxuan Lin , Yue Gao

Despite its importance in both industrial and service robotics, mobile manipulation remains a significant challenge as it requires a seamless integration of end-effector trajectory generation with navigation skills as well as reasoning over…

Robotics · Computer Science 2023-06-30 Daniel Honerkamp , Tim Welschehold , Abhinav Valada

Deformable object manipulation (DOM) represents a critical challenge in robotics, with applications spanning healthcare, manufacturing, food processing, and beyond. Unlike rigid objects, deformable objects exhibit infinite dimensionality,…

Robotics · Computer Science 2026-02-27 Ryan Paul McKennaa , John Oyekan

Language-instructed robot manipulation has garnered significant interest due to the potential of learning from collected data. While the challenges in high-level perception and planning are continually addressed along the progress of…

Computer Vision and Pattern Recognition · Computer Science 2025-08-06 Shanshan Guo , Xiwen Liang , Junfan Lin , Yuzheng Zhuang , Liang Lin , Xiaodan Liang

Adaptive navigation in unfamiliar environments is crucial for household service robots but remains challenging due to the need for both low-level path planning and high-level scene understanding. While recent vision-language model (VLM)…

Robotics · Computer Science 2025-09-29 Tianjun Gu , Linfeng Li , Xuhong Wang , Chenghua Gong , Jingyu Gong , Zhizhong Zhang , Yuan Xie , Lizhuang Ma , Xin Tan

Obstacle avoidance is a fundamental and challenging problem for autonomous navigation of mobile robots. In this paper, we consider the problem of obstacle avoidance in simple 3D environments where the robot has to solely rely on a single…

Machine Learning · Computer Science 2021-03-09 Patrick Wenzel , Torsten Schön , Laura Leal-Taixé , Daniel Cremers

Moving large objects, such as furniture or appliances, is a critical capability for robots operating in human environments. This task presents unique challenges, including whole-body coordination to avoid collisions and managing the…

Robotics · Computer Science 2025-05-15 Tianyu Li , Joanne Truong , Jimmy Yang , Alexander Clegg , Akshara Rai , Sehoon Ha , Xavier Puig

What does it take to build mobile manipulation systems that can competently operate on previously unseen objects in previously unseen environments? This work answers this question using opening of articulated structures as a mobile…

Robotics · Computer Science 2025-05-08 Arjun Gupta , Michelle Zhang , Rishik Sathua , Saurabh Gupta

Future robots are envisioned as versatile systems capable of performing a variety of household tasks. The big question remains, how can we bridge the embodiment gap while minimizing physical robot learning, which fundamentally does not…

Robotics · Computer Science 2025-03-31 Hanzhi Chen , Boyang Sun , Anran Zhang , Marc Pollefeys , Stefan Leutenegger

Navigating unfamiliar environments presents significant challenges for household robots, requiring the ability to recognize and reason about novel decoration and layout. Existing reinforcement learning methods cannot be directly transferred…

Robotics · Computer Science 2025-02-20 Yiran Qin , Ao Sun , Yuze Hong , Benyou Wang , Ruimao Zhang

Recent advances in large-scale machine learning have produced high-capacity foundation models capable of adapting to a broad array of downstream tasks. While such models hold great promise for robotics, the prevailing paradigm still…

Machine Learning · Computer Science 2025-02-11 Sharmita Dey

We propose a method for checking and enforcing multi-contact stability based on the Zero-tilting Moment Point (ZMP). The key to our development is the generalization of ZMP support areas to take into account (a) frictional constraints and…

Robotics · Computer Science 2016-09-29 Stéphane Caron , Quang-Cuong Pham , Yoshihiko Nakamura

Recent open-vocabulary robot mapping methods enrich dense geometric maps with pre-trained visual-language features, achieving a high level of detail and guiding robots to find objects specified by open-vocabulary language queries. While the…

Robotics · Computer Science 2026-03-04 Fujing Xie , Sören Schwertfeger , Hermann Blum

Legged robots have unparalleled mobility on unstructured terrains. However, it remains an open challenge to design locomotion controllers that can operate in a large variety of environments. In this paper, we address this challenge of…

Robotics · Computer Science 2020-11-12 Alejandro Escontrela , George Yu , Peng Xu , Atil Iscen , Jie Tan

A generic data-assisted control architecture within the port-Hamiltonian framework is proposed, introducing a physically meaningful observable that links conservative dynamics to all actuation, dissipation, and disturbance channels. A…

Systems and Control · Electrical Eng. & Systems 2025-09-12 Mostafa Eslami , Maryam Babazadeh

This work presents a meta-reinforcement learning approach to develop a universal locomotion control policy capable of zero-shot generalization across diverse quadrupedal platforms. The proposed method trains an RL agent equipped with a…

Robotics · Computer Science 2024-11-05 Fatemeh Zargarbashi , Fabrizio Di Giuro , Jin Cheng , Dongho Kang , Bhavya Sukhija , Stelian Coros

Robots often face manipulation tasks in environments where vision is inadequate due to clutter, occlusions, or poor lighting--for example, reaching a shutoff valve at the back of a sink cabinet or locating a light switch above a crowded…

Robotics · Computer Science 2025-10-24 Muhammad Suhail Saleem , Lai Yuan , Maxim Likhachev

Face Recognition Systems (FRS) are increasingly vulnerable to face-morphing attacks, prompting the development of Morphing Attack Detection (MAD) algorithms. However, a key challenge in MAD lies in its limited generalizability to unseen…

Computer Vision and Pattern Recognition · Computer Science 2025-03-17 Haoyu Zhang , Raghavendra Ramachandra , Kiran Raja , Christoph Busch

Many robot manipulation tasks require the robot to make and break contact with objects and surfaces. The dynamics of such changing-contact robot manipulation tasks are discontinuous when contact is made or broken, and continuous elsewhere.…

Robotics · Computer Science 2021-06-22 Saif Sidhik , Mohan Sridharan , Dirk Ruiken
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