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The study of mechanistic interpretability aims to reverse-engineer a model to explain its behaviors. While recent studies have focused on the static mechanism of a certain behavior, the learning dynamics inside a model remain to be…

机器学习 · 计算机科学 2025-09-24 Yueyan Li , Wenhao Gao , Caixia Yuan , Xiaojie Wang

Manipulation planning is the problem of finding a sequence of robot configurations that involves interactions with objects in the scene, e.g., grasping and placing an object, or more general tool-use. To achieve such interactions,…

机器人学 · 计算机科学 2022-08-01 Jung-Su Ha , Danny Driess , Marc Toussaint

In this paper, we investigate the adaptive control problem for robot manipulators with both the uncertain kinematics and dynamics. We propose two adaptive control schemes to realize the objective of task-space trajectory tracking…

系统与控制 · 计算机科学 2017-07-13 Hanlei Wang

In this paper we present a reformulation--framed as a constrained optimization problem--of multi-robot tasks which are encoded through a cost function that is to be minimized. The advantages of this approach are multiple. The…

机器人学 · 计算机科学 2019-09-04 Gennaro Notomista , Magnus Egerstedt

Real-time computation of optimal control is a challenging problem and, to solve this difficulty, many frameworks proposed to use learning techniques to learn (possibly sub-optimal) controllers and enable their usage in an online fashion.…

机器人学 · 计算机科学 2024-07-18 Hugo T. M. Kussaba , Abdalla Swikir , Fan Wu , Anastasija Demerdjieva , Gitta Kutyniok , Sami Haddadin

Given a text and an image of a specific subject, text-to-image customization aims to generate new images that align with both the text and the subject's appearance. Existing works follow the pseudo-word paradigm, which represents the…

计算机视觉与模式识别 · 计算机科学 2025-10-28 Zhendong Mao , Mengqi Huang , Fei Ding , Mingcong Liu , Qian He , Yongdong Zhang

We propose an online planning approach for racing that generates the time-optimal trajectory for the upcoming track section. The resulting trajectory takes the current vehicle state, effects caused by \acl{3D} track geometries, and speed…

机器人学 · 计算机科学 2023-08-01 Matthias Rowold , Levent Ögretmen , Ulf Kasolowsky , Boris Lohmann

This paper proposes a framework for generating fast, smooth and predictable braking manoeuvers for a controlled robot. The proposed framework integrates two approaches to obtain feasible modal limits for designing braking trajectories. The…

Online approximation of an infinite horizon optimal path-following strategy for a kinematic unicycle is considered. The solution to the optimal control problem is approximated using an approximate dynamic programming technique that uses…

系统与控制 · 计算机科学 2013-10-02 Patrick Walters , Rushikesh Kamalapurkar , Lindsey Andrews , Warren E. Dixon

The ability to accurately reconstruct the 3D facets of a scene is one of the key problems in robotic vision. However, even with recent advances with machine learning, there is no high-fidelity universal 3D reconstruction method for this…

计算机视觉与模式识别 · 计算机科学 2019-10-08 Bipul Islam , Ji Liu , Anthony Yezzi , Romeil Sandhu

This paper addresses the optimal control problem known as the Linear Quadratic Regulator in the case when the dynamics are unknown. We propose a multi-stage procedure, called Coarse-ID control, that estimates a model from a few experimental…

最优化与控制 · 数学 2018-12-17 Sarah Dean , Horia Mania , Nikolai Matni , Benjamin Recht , Stephen Tu

There have been many successful implementations of neural style transfer in recent years. In most of these works, the stylization process is confined to the pixel domain. However, we argue that this representation is unnatural because…

计算机视觉与模式识别 · 计算机科学 2021-04-01 Dmytro Kotovenko , Matthias Wright , Arthur Heimbrecht , Björn Ommer

In this paper, we propose a novel and distributed formation control method for autonomous robots to follow the desired formation while tracking a moving target in dynamic environments. In our approach, the desired formations, which include…

机器人学 · 计算机科学 2017-05-08 Anh-Duc Dang , Hung M. La , Thang Nguyen , Joachim Horn

This paper proposes a control method to address the physical Human-Robot Interaction (pHRI) challenge in the context of hierarchical tasks. A common approach to managing hierarchical tasks is Hierarchical Quadratic Programming (HQP), which,…

机器人学 · 计算机科学 2024-10-23 Mengxin Xu , Weiwei Wan , Hesheng Wang , Kensuke Harada

In order to optimize the costs and time of design of the new products while improving their quality, concurrent engineering is based on the digital model of these products, the numerical model. However, in order to be able to avoid…

机器人学 · 计算机科学 2007-07-19 Damien Chablat

Flying robots such as the quadrotor could provide an efficient approach for medical treatment or sensor placing of wild animals. In these applications, continuously targeting the moving animal is a crucial requirement. Due to the…

机器人学 · 计算机科学 2024-04-16 Ziying Lin , Wei Dong , Sensen Liu , Xinjun Sheng , Xiangyang Zhu

This paper explores continuous-time and state-space optimal stopping problems from a reinforcement learning perspective. We begin by formulating the stopping problem using randomized stopping times, where the decision maker's control is…

最优化与控制 · 数学 2026-03-12 Jodi Dianetti , Giorgio Ferrari , Renyuan Xu

The design (shape) of a robot is usually decided before the control is implemented. This might limit how well the design is adapted to a task, as the suitability of the design is given by how well the robot performs in the task, which…

机器人学 · 计算机科学 2025-09-30 Etor Arza , Frank Veenstra , Tønnes F. Nygaard , Kyrre Glette

This work addresses the problem of robot manipulation tasks under unknown dynamics, such as pick-and-place tasks under payload uncertainty, where active exploration and(/for) online parameter adaptation during task execution are essential…

机器人学 · 计算机科学 2025-10-24 Victor Vantilborgh , Hrishikesh Sathyanarayan , Guillaume Crevecoeur , Ian Abraham , Tom Lefebvre

This note introduces a new analytic approach to the solution of a very general class of finite-horizon optimal control problems formulated for discrete-time systems. This approach provides a parametric expression for the optimal control…

最优化与控制 · 数学 2012-09-03 Augusto Ferrante , Lorenzo Ntogramatzidis