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Realistic and controllable traffic simulation is a core capability that is necessary to accelerate autonomous vehicle (AV) development. However, current approaches for controlling learning-based traffic models require significant domain…

机器人学 · 计算机科学 2023-10-20 Ziyuan Zhong , Davis Rempe , Yuxiao Chen , Boris Ivanovic , Yulong Cao , Danfei Xu , Marco Pavone , Baishakhi Ray

This paper presents a novel approach to enhance autonomous robotic manipulation using the Large Language Model (LLM) for logical inference, converting high-level language commands into sequences of executable motion functions. The proposed…

机器人学 · 计算机科学 2023-08-30 Haokun Liu , Yaonan Zhu , Kenji Kato , Izumi Kondo , Tadayoshi Aoyama , Yasuhisa Hasegawa

To facilitate the wider adoption of robotics, accessible programming tools are required for non-experts. Observational learning enables intuitive human skills transfer through hands-on demonstrations, but relying solely on visual input can…

机器人学 · 计算机科学 2025-07-29 Elena Merlo , Marta Lagomarsino , Arash Ajoudani

The intent of control argumentation frameworks is to specifically model strategic scenarios from the perspective of an agent by extending the standard model of argumentation framework in a way that takes unquantified uncertainty regarding…

人工智能 · 计算机科学 2022-10-24 Minal Suresh Patil

Human-robot interaction requires robots to process language incrementally, adapting their actions in real-time based on evolving speech input. Existing approaches to language-guided robot motion planning typically assume fully specified…

机器人学 · 计算机科学 2026-02-16 Mitchell Abrams , Thies Oelerich , Christian Hartl-Nesic , Andreas Kugi , Matthias Scheutz

It is crucial that robots' performance can be improved after deployment, as they are inherently likely to encounter novel scenarios never seen before. This paper presents an innovative solution: an interactive learning-based robot system…

人机交互 · 计算机科学 2025-08-01 Kohou Wang , ZhaoXiang Liu , Lin Bai , Kun Fan , Xiang Liu , Huan Hu , Kai Wang , Shiguo Lian

Goal-oriented dialogue systems face a trade-off between fluent language generation and task-specific control. While supervised learning with large language models is capable of producing realistic text, how to steer such responses towards…

计算与语言 · 计算机科学 2022-04-25 Charlie Snell , Mengjiao Yang , Justin Fu , Yi Su , Sergey Levine

Manipulation tasks in daily life, such as pouring water, unfold intentionally under specialized manipulation contexts. Being able to process contextual knowledge in these Activities of Daily Living (ADLs) over time can help us understand…

计算机视觉与模式识别 · 计算机科学 2020-03-04 Chen Jiang , Masood Dehghan , Martin Jagersand

Control theory deals with the study of controlling dynamical systems. Robots today are growing increasingly complex and moving out of factory floors to real world environment. These robots have to interact with real world environment…

机器人学 · 计算机科学 2024-02-08 Iyer Venkataraman Natarajan

Long-horizon embodied planning is challenging because the world does not only change through an agent's actions: exogenous processes (e.g., water heating, dominoes cascading) unfold concurrently with the agent's actions. We propose a…

Large Language Models (LLMs) present a promising frontier in robotic task planning by leveraging extensive human knowledge. Nevertheless, the current literature often overlooks the critical aspects of robots' adaptability and error…

机器人学 · 计算机科学 2024-11-27 Sthithpragya Gupta , Kunpeng Yao , Loïc Niederhauser , Aude Billard

In this paper, we study the event-triggered global robust practical output regulation problem for a class of nonlinear systems in output feedback form with any relative degree. Our approach consists of the following three steps. First, we…

最优化与控制 · 数学 2018-03-06 Wei Liu , Jie Huang

The paper introduces a knowledge representation language that combines the event calculus with description logic in a logic programming framework. The purpose is to provide the user with an expressive language for modelling and analysing…

计算机科学中的逻辑 · 计算机科学 2021-09-13 Peter Baumgartner

TalkWithMachines aims to enhance human-robot interaction by contributing to interpretable industrial robotic systems, especially for safety-critical applications. The presented paper investigates recent advancements in Large Language Models…

机器人学 · 计算机科学 2024-12-23 Ammar N. Abbas , Csaba Beleznai

Programmable Logic Controllers (PLCs) are widely used in industrial automation to control physical systems. As PLC applications become increasingly complex, ensuring their correctness is crucial. Existing formal verification techniques…

编程语言 · 计算机科学 2025-07-22 Jaeseo Lee , Kyungmin Bae

An important class of applications entails a robot monitoring, scrutinizing, or recording the evolution of an uncertain time-extended process. This sort of situation leads an interesting family of planning problems in which the robot is…

机器人学 · 计算机科学 2021-03-16 Hazhar Rahmani , Dylan A. Shell , Jason M. O'Kane

Controllable and realistic traffic simulation is critical for developing and verifying autonomous vehicles. Typical heuristic-based traffic models offer flexible control to make vehicles follow specific trajectories and traffic rules. On…

机器人学 · 计算机科学 2022-11-01 Ziyuan Zhong , Davis Rempe , Danfei Xu , Yuxiao Chen , Sushant Veer , Tong Che , Baishakhi Ray , Marco Pavone

To solve Math Word Problems, human students leverage diverse reasoning logic that reaches different possible equation solutions. However, the mainstream sequence-to-sequence approach of automatic solvers aims to decode a fixed solution…

计算与语言 · 计算机科学 2022-12-01 Yibin Shen , Qianying Liu , Zhuoyuan Mao , Zhen Wan , Fei Cheng , Sadao Kurohashi

Recent advancements in Large Language Models have sparked interest in their potential for robotic task planning. While these models demonstrate strong generative capabilities, their effectiveness in producing structured and executable plans…

机器人学 · 计算机科学 2025-08-01 Kai Goebel , Patrik Zips

Robots deployed in dynamic environments must be able to not only follow diverse language instructions but flexibly adapt when user intent changes mid-execution. While recent Vision-Language-Action (VLA) models have advanced multi-task…

机器人学 · 计算机科学 2025-06-05 Meng Li , Zhen Zhao , Zhengping Che , Fei Liao , Kun Wu , Zhiyuan Xu , Pei Ren , Zhao Jin , Ning Liu , Jian Tang