cs.RO(2024-08-12)

📊 共 11 篇论文 | 🔗 2 篇有代码

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支柱一:机器人控制 (Robot Control) (5 🔗2) 支柱二:RL算法与架构 (RL & Architecture) (3) 支柱九:具身大模型 (Embodied Foundation Models) (3)

🔬 支柱一:机器人控制 (Robot Control) (5 篇)

#题目一句话要点标签🔗
1 TacSL: A Library for Visuotactile Sensor Simulation and Learning TacSL:用于视觉触觉传感器仿真与学习的库,加速触觉策略学习。 manipulation sim-to-real reinforcement learning
2 UniT: Data Efficient Tactile Representation with Generalization to Unseen Objects UniT:一种数据高效的触觉表征学习方法,可泛化到未知物体 manipulation policy learning representation learning
3 Developing Smart MAVs for Autonomous Inspection in GPS-denied Constructions 提出一种用于GPS拒止环境自主巡检的智能MAV框架,实现高精度三维重建。 motion planning 3D gaussian splatting gaussian splatting
4 EyeSight Hand: Design of a Fully-Actuated Dexterous Robot Hand with Integrated Vision-Based Tactile Sensors and Compliant Actuation EyeSight Hand:集成视觉触觉传感器和柔顺驱动的灵巧机器人手 humanoid manipulation dexterous manipulation
5 Motion Planning for Minimally Actuated Serial Robots 针对最小驱动串联机器人,提出基于数据驱动逆运动学的MASR-RRT*运动规划算法。 motion planning

🔬 支柱二:RL算法与架构 (RL & Architecture) (3 篇)

#题目一句话要点标签🔗
6 Retrieval-Augmented Hierarchical in-Context Reinforcement Learning and Hindsight Modular Reflections for Task Planning with LLMs 提出RAHL框架,结合检索增强和分层强化学习,提升LLM在任务规划中的决策能力。 reinforcement learning HMR large language model
7 Body Transformer: Leveraging Robot Embodiment for Policy Learning 提出Body Transformer,利用机器人结构信息提升策略学习性能 reinforcement learning policy learning
8 Stable-BC: Controlling Covariate Shift with Stable Behavior Cloning Stable-BC:通过稳定行为克隆控制协变量偏移,提升模仿学习鲁棒性 imitation learning behavior cloning

🔬 支柱九:具身大模型 (Embodied Foundation Models) (3 篇)

#题目一句话要点标签🔗
9 Generative Design of Multimodal Soft Pneumatic Actuators 提出基于高斯混合模型的软气动执行器生成设计方法,实现多模态驱动。 multimodal
10 Space-LLaVA: a Vision-Language Model Adapted to Extraterrestrial Applications Space-LLaVA:针对地外应用场景的视觉-语言模型 large language model foundation model instruction following
11 Text2Interaction: Establishing Safe and Preferable Human-Robot Interaction Text2Interaction:利用大语言模型实现安全且符合用户偏好的人机交互 large language model

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