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Reinforcement learning (RL) provides a principled framework for improving Vision-Language Models (VLMs) on complex reasoning tasks. However, existing RL approaches often rely on human-annotated labels or task-specific heuristics to define…

Computer Vision and Pattern Recognition · Computer Science 2025-11-21 Yicheng He , Chengsong Huang , Zongxia Li , Jiaxin Huang , Yonghui Yang

Remote sensing visual grounding (RSVG) aims to localize objects in remote sensing images based on free-form natural language expressions. Existing approaches are typically constrained to closed-set vocabularies, limiting their applicability…

Computer Vision and Pattern Recognition · Computer Science 2025-11-12 Ke Li , Di Wang , Ting Wang , Fuyu Dong , Yiming Zhang , Luyao Zhang , Xiangyu Wang , Shaofeng Li , Quan Wang

Training end-to-end policies from image data to directly predict navigation actions for robotic systems has proven inherently difficult. Existing approaches often suffer from either the sim-to-real gap during policy transfer or a limited…

Robotics · Computer Science 2026-03-17 Lazar Milikic , Manthan Patel , Jonas Frey

The proliferation of virtual reality (VR) has led to its increasing adoption as an immersive medium for delivering presentations, distinct from other VR experiences like games and 360-degree videos by sharing information in richly…

Human-Computer Interaction · Computer Science 2025-10-21 Liwei Wu , Yilin Zhang , Justin Leung , Jingyi Gao , April Li , Jian Zhao

The reversible object-oriented programming language (ROOPL) was presented in late 2016 and proved that object-oriented programming paradigms works in the reversible setting. The language featured simple statically scoped objects which made…

Programming Languages · Computer Science 2018-04-17 Martin Holm Cservenka

Vision-Language Models (VLMs) have shown remarkable potential in advancing autonomous driving by leveraging multi-modal fusion in order to enhance scene perception, reasoning, and decision-making. Despite their potential, existing models…

Computer Vision and Pattern Recognition · Computer Science 2025-05-20 Lihong Chen , Hossein Hassani , Soodeh Nikan

ROSflight is a lean, open-source autopilot ecosystem for unmanned aerial vehicles (UAVs). Designed by researchers for researchers, it is built to lower the barrier to entry to UAV research and accelerate the transition from simulation to…

Robotics · Computer Science 2026-03-09 Jacob Moore , Phil Tokumaru , Ian Reid , Brandon Sutherland , Joseph Ritchie , Gabe Snow , Tim McLain

This paper presents HyperGraph ROS, an open-source robot operating system that unifies intra-process, inter-process, and cross-device computation into a computational hypergraph for efficient message passing and parallel execution. In order…

Robotics · Computer Science 2025-03-10 Shufang Zhang , Jiazheng Wu , Jiacheng He , Kaiyi Wang , Shan An

Robotic systems are increasingly expected to operate in human-centered, unstructured environments where safety, adaptability, and generalization are essential. Vision-Language-Action (VLA) models have been proposed as a language guided…

Robotics · Computer Science 2025-10-21 Haochen Su , Cristian Meo , Francesco Stella , Andrea Peirone , Kai Junge , Josie Hughes

Learned language-conditioned robot policies often struggle to effectively adapt to new real-world tasks even when pre-trained across a diverse set of instructions. We propose a novel approach for few-shot adaptation to unseen tasks that…

Robotics · Computer Science 2025-01-09 Vivek Myers , Bill Chunyuan Zheng , Oier Mees , Sergey Levine , Kuan Fang

Recent advances in large language models (LLMs) have shown great potential in automating the process of visualization authoring through simple natural language utterances. However, instructing LLMs using natural language is limited in…

Human-Computer Interaction · Computer Science 2025-04-21 Zhen Wen , Luoxuan Weng , Yinghao Tang , Runjin Zhang , Yuxin Liu , Bo Pan , Minfeng Zhu , Wei Chen

The Large Language Models (LLM) are increasingly being deployed in robotics to generate robot control programs for specific user tasks, enabling embodied intelligence. Existing methods primarily focus on LLM training and prompt design that…

Robotics · Computer Science 2025-08-27 ZhenDong Chen , ZhanShang Nie , ShiXing Wan , JunYi Li , YongTian Cheng , Shuai Zhao

The advances in Vision-Language models (VLMs) offer exciting opportunities for robotic applications involving image geo-localization, the problem of identifying the geo-coordinates of a place based on visual data only. Recent research works…

Computer Vision and Pattern Recognition · Computer Science 2025-01-29 Sania Waheed , Bruno Ferrarini , Michael Milford , Sarvapali D. Ramchurn , Shoaib Ehsan

Although we have tons of machine learning tools to analyze data, most of them require users have some programming backgrounds. Here we introduce a SaaS application which allows users analyze their data without any coding and even without…

Human-Computer Interaction · Computer Science 2018-04-05 Chaochen Wu

Software process models need to be variant-rich, in the sense that they should be systematically customizable to specific project goals and project environments. It is currently very difficult to model Variant-Rich Process (VRP) because…

Software Engineering · Computer Science 2013-12-03 Tomás Martínez-Ruiz , Félix García , Mario Piattini , Jürgen Münch

Embodied task planning demands vision-language models to generate action sequences that are both visually grounded and causally coherent over time. However, existing training paradigms face a critical trade-off: joint end-to-end training…

Computer Vision and Pattern Recognition · Computer Science 2026-03-13 Yuyuan Yang , Junkun Hong , Hongrong Wang , Honghao Cai , Xunpeng Ren , Ge Wang , Mingcong Lei , Shenhao Yan , Jiahao Yang , Chengsi Yao , Xi Li , Yiming Zhao , Yatong Han , Jinke Ren

In this paper we present our work in progress towards a domain-specific language called Robot Perception Specification Language (RPSL). RSPL provide means to specify the expected result (task knowledge) of a Robot Perception Architecture in…

Robotics · Computer Science 2014-08-14 Nico Hochgeschwender , Sven Schneider , Holger Voos , Gerhard K. Kraetzschmar

Vision-Language-Action models (VLAs) hold immense promise for enabling generalist robot manipulation. However, the best way to build them remains an open question. Current approaches often add complexity, such as modifying the existing…

Robotics · Computer Science 2025-10-16 Ankit Goyal , Hugo Hadfield , Xuning Yang , Valts Blukis , Fabio Ramos

Voxel-based soft robots (VSRs) are aggregations of soft blocks whose design is amenable to optimization. We here present a software, 2D-VSR-Sim, for facilitating research concerning the optimization of VSRs body and brain. The software,…

Robotics · Computer Science 2020-01-28 Eric Medvet , Alberto Bartoli , Andrea De Lorenzo , Stefano Seriani

A central challenge towards developing robots that can relate human language to their perception and actions is the scarcity of natural language annotations in diverse robot datasets. Moreover, robot policies that follow natural language…