cs.RO(2023-11-02)

📊 共 20 篇论文 | 🔗 3 篇有代码

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支柱一:机器人控制 (Robot Control) (14 🔗1) 支柱九:具身大模型 (Embodied Foundation Models) (3 🔗2) 支柱二:RL算法与架构 (RL & Architecture) (2) 支柱三:空间感知与语义 (Perception & Semantics) (1)

🔬 支柱一:机器人控制 (Robot Control) (14 篇)

#题目一句话要点标签🔗
1 Automatic Configuration of Multi-Agent Model Predictive Controllers based on Semantic Graph World Models 提出共享语义图架构以动态配置多智能体模型预测控制器 MPC model predictive control world model
2 Vision-Language Foundation Models as Effective Robot Imitators 提出RoboFlamingo以解决机器人模仿控制问题 manipulation imitation learning foundation model
3 The Power of the Senses: Generalizable Manipulation from Vision and Touch through Masked Multimodal Learning 提出Masked Multimodal Learning以提升视觉与触觉的物体操控能力 manipulation in-hand manipulation reinforcement learning
4 NOD-TAMP: Generalizable Long-Horizon Planning with Neural Object Descriptors 提出NOD-TAMP以解决长时间规划中的复杂操作任务 manipulation motion planning task and motion planning
5 Multimodal and Force-Matched Imitation Learning with a See-Through Visuotactile Sensor 提出多模态触觉传感器以解决机器人接触任务中的模仿学习问题 manipulation imitation learning multimodal
6 A Bayesian optimization framework for the automatic tuning of MPC-based shared controllers 提出贝叶斯优化框架以自动调优基于MPC的共享控制器 MPC model predictive control shared control
7 M2T2: Multi-Task Masked Transformer for Object-centric Pick and Place 提出M2T2以解决多任务物体抓取与放置问题 manipulation sim2real large language model
8 Conformal Policy Learning for Sensorimotor Control Under Distribution Shifts 提出共形策略学习以应对传感器运动控制中的分布变化问题 quadruped reinforcement learning policy learning
9 C3DM: Constrained-Context Conditional Diffusion Models for Imitation Learning 提出C3DM以解决行为克隆中的干扰问题 manipulation imitation learning behavior cloning
10 Sim2Real Bilevel Adaptation for Object Surface Classification using Vision-Based Tactile Sensors 提出双层适应方法以解决视觉触觉传感器的Sim2Real问题 sim2real
11 RoboGen: Towards Unleashing Infinite Data for Automated Robot Learning via Generative Simulation 提出RoboGen以解决机器人学习数据不足问题 trajectory optimization motion planning reinforcement learning
12 Adv3D: Generating Safety-Critical 3D Objects through Closed-Loop Simulation 提出Adv3D框架以解决自动驾驶车辆安全评估问题 motion planning
13 Adapt On-the-Go: Behavior Modulation for Single-Life Robot Deployment 提出ROAM以解决机器人在动态环境中的适应问题 quadruped
14 Using Augmented Reality to Assess and Modify Mobile Manipulator Surface Repair Plans 提出增强现实技术以优化移动机器人表面修复计划 dual-arm

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

#题目一句话要点标签🔗
15 REAL: Resilience and Adaptation using Large Language Models on Autonomous Aerial Robots 提出REAL方法以增强自主飞行机器人的适应性与韧性 large language model
16 Vision-Language Interpreter for Robot Task Planning 提出多模态规划问题规范化方法以提升机器人任务规划能力 large language model multimodal
17 ProAgent: From Robotic Process Automation to Agentic Process Automation 提出Agentic Process Automation以解决RPA智能不足问题 large language model

🔬 支柱二:RL算法与架构 (RL & Architecture) (2 篇)

#题目一句话要点标签🔗
18 DRNet: A Decision-Making Method for Autonomous Lane Changingwith Deep Reinforcement Learning 提出DRNet以解决自主换道决策问题 reinforcement learning deep reinforcement learning DRL
19 Learning Realistic Traffic Agents in Closed-loop 提出RTR方法以解决交通代理不合规问题 reinforcement learning imitation learning

🔬 支柱三:空间感知与语义 (Perception & Semantics) (1 篇)

#题目一句话要点标签🔗
20 Automatic Robot Hand-Eye Calibration Enabled by Learning-Based 3D Vision 提出LRBO方法以解决无标定物体的机器人手眼标定问题 3D reconstruction

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