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Exploration in environments with sparse feedback remains a challenging research problem in reinforcement learning (RL). When the RL agent explores the environment randomly, it results in low exploration efficiency, especially in robotic…

机器人学 · 计算机科学 2020-11-19 Boyao Li , Tao Lu , Jiayi Li , Ning Lu , Yinghao Cai , Shuo Wang

With increasing wastewater rates, achieving energy-neutral purification is challenging. We introduce a coral-reef-inspired Swarm Interaction Network for carbon-neutral wastewater treatment, combining morphogenetic abstraction with…

神经与进化计算 · 计算机科学 2025-07-16 Antonis Messinis

The current approach to exploring and monitoring complex underwater ecosystems, such as coral reefs, is to conduct surveys using diver-held or static cameras, or deploying sensor buoys. These approaches often fail to capture the full…

Tidying up a household environment using a mobile manipulator poses various challenges in robotics, such as adaptation to large real-world environmental variations, and safe and robust deployment in the presence of humans.The Partner Robot…

Community engagement plays a critical role in anti-poaching efforts, yet existing mathematical models aimed at enhancing this engagement often overlook direct participation by community members as alternative patrollers. Unlike professional…

计算机科学与博弈论 · 计算机科学 2025-01-09 Yufei Wu , Yixuan Even Xu , Xuming Zhang , Duo Liu , Shibing Zhu , Fei Fang

We present HandOver, an extended reality (XR) interaction technique designed to unify the precision of traditional mouse input for object selection with the expressiveness of hand-tracking for object manipulation. With HandOver, the mouse…

人机交互 · 计算机科学 2025-08-04 Esen K. Tütüncü , Mar Gonzalez-Franco , Eric J. Gonzalez

One of the long-term challenges of robotics is to enable robots to interact with humans in the visual world via natural language, as humans are visual animals that communicate through language. Overcoming this challenge requires the ability…

计算机视觉与模式识别 · 计算机科学 2020-01-07 Yuankai Qi , Qi Wu , Peter Anderson , Xin Wang , William Yang Wang , Chunhua Shen , Anton van den Hengel

Deep learning has achieved remarkable successes in solving challenging reinforcement learning (RL) problems when dense reward function is provided. However, in sparse reward environment it still often suffers from the need to carefully…

机器学习 · 计算机科学 2019-02-19 Hao Liu , Alexander Trott , Richard Socher , Caiming Xiong

We present a novel technique called Dynamic Experience Replay (DER) that allows Reinforcement Learning (RL) algorithms to use experience replay samples not only from human demonstrations but also successful transitions generated by RL…

人工智能 · 计算机科学 2020-10-19 Jieliang Luo , Hui Li

This paper presents CONTHER, a novel reinforcement learning algorithm designed to efficiently and rapidly train robotic agents for goal-oriented manipulation tasks and obstacle avoidance. The algorithm uses a modified replay buffer inspired…

机器人学 · 计算机科学 2025-03-21 Maria Makarova , Qian Liu , Dzmitry Tsetserukou

3D object removal is an important sub-task in 3D scene editing, with broad applications in scene understanding, augmented reality, and robotics. However, existing methods struggle to achieve a desirable balance among consistency, usability,…

计算机视觉与模式识别 · 计算机科学 2025-04-15 Jingcheng Ni , Weiguang Zhao , Daniel Wang , Ziyao Zeng , Chenyu You , Alex Wong , Kaizhu Huang

The Animal-AI Environment is a unique game-based research platform designed to facilitate collaboration between the artificial intelligence and comparative cognition research communities. In this paper, we present the latest version of the…

Pushing is a simple yet effective skill for robots to interact with and further change the environment. Related work has been mostly focused on utilizing it as a non-prehensile manipulation primitive for a robotic manipulator. However, it…

机器人学 · 计算机科学 2025-10-15 Zili Tang , Yuming Feng , Meng Guo

The accumulation of litter is increasing in many places and is consequently becoming a problem that must be dealt with. In this paper, we present a manipulator robotic system to collect litter in outdoor environments. This system has three…

机器人学 · 计算机科学 2024-07-17 Ignacio de Loyola Páez-Ubieta , Julio Castaño-Amorós , Santiago T. Puente , Pablo Gil

Classically, rasterization techniques are performed for real-time rendering to meet the constraint of interactive frame rates. However, such techniques do not produce realistic results as compared to ray tracing approaches. Hence, hybrid…

图形学 · 计算机科学 2022-10-31 Yu Wei Tan , Alden Tan , Nicholas Nge , Anand Bhojan

Litter pollution represents a growing environmental problem affecting natural and urban ecosystems worldwide. Waste discarded in public spaces often accumulates in areas that are difficult to access, such as uneven terrains, coastal…

It is significant to employ multiple autonomous underwater vehicles (AUVs) to execute the underwater target tracking task collaboratively. However, it's pretty challenging to meet various prerequisites utilizing traditional control methods.…

机器人学 · 计算机科学 2025-09-30 Guanwen Xie , Jingzehua Xu , Ziqi Zhang , Xiangwang Hou , Dongfang Ma , Shuai Zhang , Yong Ren , Dusit Niyato

Pursuing natural and marker-less human-robot interaction (HRI) has been a long-standing robotics research focus, driven by the vision of seamless collaboration without physical markers. Marker-less approaches promise an improved user…

机器人学 · 计算机科学 2025-11-18 Enrico Martini , Harshil Parekh , Shaoting Peng , Nicola Bombieri , Nadia Figueroa

We present Habitat 3.0: a simulation platform for studying collaborative human-robot tasks in home environments. Habitat 3.0 offers contributions across three dimensions: (1) Accurate humanoid simulation: addressing challenges in modeling…

Fast and reliable obstacle avoidance is an important task for mobile robots. In this work, we propose an efficient reactive system that provides high-quality obstacle avoidance while running at hundreds of hertz with minimal resource usage.…

机器人学 · 计算机科学 2024-05-24 Victor Reijgwart , Michael Pantic , Roland Siegwart , Lionel Ott
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