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The rapid aging of global populations has created an urgent need for intelligent healthcare monitoring systems to ensure the safety of elderly individuals living independently. Existing cloud-centric platforms face critical limitations,…

信号处理 · 电气工程与系统科学 2026-04-17 Lijie Zhou , Luran Wang

The remarkable performance of Large Language Models (LLMs) has inspired many applications, which often necessitate edge-cloud collaboration due to connectivity, privacy, and cost considerations. Traditional methods primarily focus on…

This article suggests a reasoning-guided vision-language-motion diffusion framework (RG-VLMD) for generating instruction-aware co-speech gestures for humanoid robots in educational scenarios. The system integrates multi-modal affective…

机器人学 · 计算机科学 2026-03-20 Fuze Sun , Lingyu Li , Lekan Dai , Xinyu Fan

Compact models often lose the structure of their embedding space. The issue shows up when the capacity is tight or the data spans several languages. Such collapse makes it difficult for downstream tasks to build on the resulting…

计算与语言 · 计算机科学 2026-01-05 Chung-Wei Victor Yuan

This paper addresses the limitations of current humanoid robot control frameworks, which primarily rely on reactive mechanisms and lack autonomous interaction capabilities due to data scarcity. We propose Humanoid-VLA, a novel framework…

Reliable terrain perception is a critical prerequisite for the deployment of humanoid robots in unstructured, human-centric environments. While traditional systems often rely on manually engineered, single-sensor pipelines, this paper…

机器人学 · 计算机科学 2026-02-06 Dennis Bank , Joost Cordes , Thomas Seel , Simon F. G. Ehlers

Deep reinforcement learning agents are often fragile while humans remain adaptive and flexible to varying scenarios. To bridge this gap, we present EDEN, a biologically inspired navigation framework that integrates learned entorhinal-like…

Edge Machine Learning (Edge ML), which shifts computational intelligence from cloud-based systems to edge devices, is attracting significant interest due to its evident benefits including reduced latency, enhanced data privacy, and…

信号处理 · 电气工程与系统科学 2023-08-24 George Arvanitakis , Jingwei Zuo , Mthandazo Ndhlovu , Hakim Hacid

Recent multi-modal video generation models have achieved high visual quality, but their prohibitive latency and limited temporal stability hinder real-time deployment. Streaming inference exacerbates these issues, leading to pronounced…

计算机视觉与模式识别 · 计算机科学 2026-04-23 Rang Meng , Weipeng Wu , Yuming Li , Chenguang Ma

Building a low-latency humanoid teleoperation system is essential for collecting diverse reactive and dynamic demonstrations. However, existing approaches rely on heavily pre-processed human-to-humanoid motion retargeting and position-only…

机器人学 · 计算机科学 2026-03-31 Ziyan Xiong , Lixing Fang , Junyun Huang , Kashu Yamazaki , Hao Zhang , Chuang Gan

We present EgoNav, a system that enables a humanoid robot to traverse diverse, unseen environments by learning entirely from 5 hours of human walking data, with no robot data or finetuning. A diffusion model predicts distributions of…

机器人学 · 计算机科学 2026-04-02 Weizhuo Wang , Yanjie Ze , C. Karen Liu , Monroe Kennedy

Forecasting future 3D hand pose sequences from egocentric video is essential for understanding human intention and enabling embodied applications such as AR/VR assistance and human-robot interaction. However, this task remains a highly…

计算机视觉与模式识别 · 计算机科学 2026-05-11 Jaeyoung Choi , Hyeondong Kim , Yujin Kim , Daehee Park

Recently, human motion analysis has experienced great improvement due to inspiring generative models such as the denoising diffusion model and large language model. While the existing approaches mainly focus on generating motions with…

计算机视觉与模式识别 · 计算机科学 2024-12-02 Yiming Wu , Wei Ji , Kecheng Zheng , Zicheng Wang , Dong Xu

The massive growth in the utilization of edge AI has made the applications of machine learning models ubiquitous in different domains. Despite the computation and communication efficiency of these systems, due to limited computation…

分布式、并行与集群计算 · 计算机科学 2025-11-18 Mohammad Mahdi Kamani , Zhongwei Cheng , Lin Chen

CLI agents are the closest thing language models have to an embodied setting: the model emits commands, the terminal executes them, and the returned stream -- stdout, errors, files, logs, and traces -- records the consequences. We argue…

机器学习 · 计算机科学 2026-05-26 Vaishnavi Shrivastava , Piero Kauffmann , Ahmed Awadallah , Dimitris Papailiopoulos

In recent years, as robotics has advanced, human-robot collaboration has gained increasing importance. However, current robots struggle to fully and accurately interpret human intentions from voice commands alone. Traditional gripper and…

机器人学 · 计算机科学 2024-12-17 Junliang Li , Kai Ye , Haolan Kang , Mingxuan Liang , Yuhang Wu , Zhenhua Liu , Huiping Zhuang , Rui Huang , Yongquan Chen

We present Lang2Motion, a framework for language-guided point trajectory generation by aligning motion manifolds with joint embedding spaces. Unlike prior work focusing on human motion or video synthesis, we generate explicit trajectories…

计算机视觉与模式识别 · 计算机科学 2025-12-12 Bishoy Galoaa , Xiangyu Bai , Sarah Ostadabbas

Co-speech gestures enhance interaction experiences between humans as well as between humans and robots. Existing robots use rule-based speech-gesture association, but this requires human labor and prior knowledge of experts to be…

机器人学 · 计算机科学 2018-10-31 Youngwoo Yoon , Woo-Ri Ko , Minsu Jang , Jaeyeon Lee , Jaehong Kim , Geehyuk Lee

Despite their remarkable advancement in locomotion and manipulation, humanoid robots remain challenged by a lack of synchronized loco-manipulation control, hindering their full dynamic potential. In this work, we introduce a versatile and…

机器人学 · 计算机科学 2023-12-22 Junheng Li , Junchao Ma , Omar Kolt , Manas Shah , Quan Nguyen

In response to the demand for real-time performance and control quality in industrial Internet of Things (IoT) environments, this paper proposes an optimization control system based on deep reinforcement learning and edge computing. The…

网络与互联网体系结构 · 计算机科学 2024-03-14 Jingyu Xu , Weixiang Wan , Linying Pan , Wenjian Sun , Yuxiang Liu