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In recent years, the rapid advancement of deep neural networks (DNNs) has revolutionized artificial intelligence, enabling models with unprecedented capabilities in understanding, generating, and processing complex data. These powerful…

机器学习 · 计算机科学 2025-06-27 Zixian Wang , Cole Ramos , Muhammad A. Awad , Keith Lowery

Recent Vision-Language-Action models show potential to generalize across embodiments but struggle to quickly align with a new robot's action space when high-quality demonstrations are scarce, especially for bipedal humanoids. We present…

We introduce DreamControl, a novel methodology for learning autonomous whole-body humanoid skills. DreamControl leverages the strengths of diffusion models and Reinforcement Learning (RL): our core innovation is the use of a diffusion prior…

One of the key arguments for building robots that have similar form factors to human beings is that we can leverage the massive human data for training. Yet, doing so has remained challenging in practice due to the complexities in humanoid…

机器人学 · 计算机科学 2024-06-18 Zipeng Fu , Qingqing Zhao , Qi Wu , Gordon Wetzstein , Chelsea Finn

Virtual reality (VR) teleoperation has emerged as a promising approach for controlling humanoid robots in complex manipulation tasks. However, traditional teleoperation systems rely on inverse kinematics (IK) solvers and hand-tuned PD…

机器人学 · 计算机科学 2025-11-18 Sanjar Atamuradov

Despite recent advances in control, reinforcement learning, and imitation learning, developing a unified framework that can achieve agile, precise, and robust whole-body behaviors, particularly in long-horizon tasks, remains challenging.…

机器人学 · 计算机科学 2026-04-02 Donghoon Baek , Sang-Hun Kim , Sehoon Ha

Humanoid robots are entering our physical world at scale, yet as oversized toys--good at singing and dancing, but short on force-interaction capabilities for practical tasks. Bridging this gap necessitates prioritizing reliable contact…

Training and deploying reinforcement learning (RL) policies for robots, especially in accomplishing specific tasks, presents substantial challenges. Recent advancements have explored diverse reward function designs, training techniques,…

机器人学 · 计算机科学 2025-02-25 Yifei Yao , Wentao He , Chenyu Gu , Jiaheng Du , Fuwei Tan , Zhen Zhu , Junguo Lu

A robot simulation system is a basic need for any robotics application. With it, developers' teams of robots can test their algorithms and make initial calibrations without risk of damage to the real robots, assuring safety. However,…

机器人学 · 计算机科学 2022-11-17 Sandro Costa Magalhães , António Paulo Moreira , Paulo Costa

As virtual reality gains popularity, the demand for controllable creation of immersive and dynamic omnidirectional videos (ODVs) is increasing. While previous text-to-ODV generation methods achieve impressive results, they struggle with…

计算机视觉与模式识别 · 计算机科学 2024-12-13 Weiqi Li , Shijie Zhao , Chong Mou , Xuhan Sheng , Zhenyu Zhang , Qian Wang , Junlin Li , Li Zhang , Jian Zhang

Humanoid robots represent a central frontier in embodied intelligence, as their anthropomorphic form enables natural deployment in humans' workspace. Brain-body co-design for humanoids presents a promising approach to realizing this…

机器人学 · 计算机科学 2025-11-06 Bo Yue , Sheng Xu , Kui Jia , Guiliang Liu

Amphibious legged robots inspired by salamanders are promising in applications in complex amphibious environments. However, despite the significant success of training controllers that achieve diverse locomotion behaviors in conventional…

机器人学 · 计算机科学 2026-03-18 Mengze Tian , Qiyuan Fu , Chuanfang Ning , Javier Jia Jie Pey , Auke Ijspeert

Humanoid whole-body control requires adapting to diverse tasks such as navigation, loco-manipulation, and tabletop manipulation, each demanding a different mode of control. For example, navigation relies on root velocity tracking, while…

This paper presents a nonlinear model predictive control (NMPC) toward versatile motion generation for the telescopic-wheeled-legged robot Tachyon 3, the unique hardware structure of which poses challenges in control and motion planning. We…

机器人学 · 计算机科学 2023-12-15 Sotaro Katayama , Noriaki Takasugi , Mitsuhisa Kaneko , Masaya Kinoshita

We introduce LHM-Humanoid, a benchmark and learning framework for long-horizon whole-body humanoid loco-manipulation in diverse, cluttered scenes. In our setting, multiple objects are displaced from their intended locations and may obstruct…

机器人学 · 计算机科学 2026-03-06 Haozhuo Zhang , Jingkai Sun , Michele Caprio , Jian Tang , Shanghang Zhang , Qiang Zhang , Wei Pan

The swiftly expanding retail sector is increasingly adopting autonomous mobile robots empowered by artificial intelligence and machine learning algorithms to gain an edge in the competitive market. However, these autonomous robots encounter…

LLM-powered coding agents are redefining how real-world software is developed. To drive the research towards better coding agents, we require challenging benchmarks that can rigorously evaluate the ability of such agents to perform various…

Image-based Virtual Try-On (VTON) concerns the synthesis of realistic person imagery through garment re-rendering under human pose and body constraints. In practice, however, existing approaches are typically optimized for specific data…

计算机视觉与模式识别 · 计算机科学 2026-03-12 Zhaotong Yang , Yong Du , Shengfeng He , Yuhui Li , Xinzhe Li , Yangyang Xu , Junyu Dong , Jian Yang

Achieving versatile humanoid locomotion with a single policy presents a critical scalability challenge. Prevailing methods often rely on distilling multiple terrain-specific teacher policies into a unified student policy. However, while…

机器人学 · 计算机科学 2026-05-13 Yahao Fan , Tianxiang Gui , Kaiyang Ji , Shutong Ding , Chixuan Zhang , Yifeng Xu , Ke Yang , Jiayuan Gu , Jingyi Yu , Jingya Wang , Ye Shi

Humanoid robots are drawing significant attention as versatile platforms for complex motor control, human-robot interaction, and general-purpose physical intelligence. However, achieving efficient whole-body control (WBC) in humanoids…

机器人学 · 计算机科学 2026-02-10 Mingqi Yuan , Tao Yu , Wenqi Ge , Xiuyong Yao , Huijiang Wang , Jiayu Chen , Bo Li , Wei Zhang , Wenjun Zeng , Hua Chen , Xin Jin
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