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This work tackles the problem of geo-localization with a new paradigm using a large vision-language model (LVLM) augmented with human inference knowledge. A primary challenge here is the scarcity of data for training the LVLM - existing…

Computer Vision and Pattern Recognition · Computer Science 2025-11-25 Ling Li , Yu Ye , Yao Zhou , Bingchuan Jiang , Wei Zeng

We introduce CLAPP (CLASS LLM Agent for Pair Programming), an interactive AI assistant designed to support researchers working with the Einstein-Boltzmann solver CLASS. CLAPP leverages large language models (LLMs) and domain-specific…

Instrumentation and Methods for Astrophysics · Physics 2025-08-11 Santiago Casas , Christian Fidler , Boris Bolliet , Francisco Villaescusa-Navarro , Julien Lesgourgues

This paper presents an AI-assisted programming tool called Copilot for Xcode for program composition and design to support human software developers. By seamlessly integrating cloud-based Large Language Models (LLM) with Apple's local…

Software Engineering · Computer Science 2023-07-28 Chee Wei Tan , Shangxin Guo , Man Fai Wong , Ching Nam Hang

This paper provides a comprehensive review of the literature concerning the utilization of Natural Language Processing (NLP) techniques, with a particular focus on transformer-based large language models (LLMs) trained using Big Code,…

Software Engineering · Computer Science 2023-07-07 Man Fai Wong , Shangxin Guo , Ching Nam Hang , Siu Wai Ho , Chee Wei Tan

Large language models (LLMs) present intriguing opportunities to enhance user interaction with traditional algorithms and tools in real-world applications. An advanced planning system (APS) is a sophisticated software that leverages…

Artificial Intelligence · Computer Science 2025-07-25 Timothy Tin Long Yu , Mahdi Mostajabdaveh , Jabo Serge Byusa , Rindra Ramamonjison , Giuseppe Carenini , Kun Mao , Zirui Zhou , Yong Zhang

Multimodal large language models (MLLMs) have undergone rapid development in advancing geospatial scene understanding. Recent studies have sought to enhance the reasoning capabilities of remote sensing MLLMs, typically through cold-start…

Computer Vision and Pattern Recognition · Computer Science 2026-03-16 Di Wang , Shunyu Liu , Wentao Jiang , Fengxiang Wang , Yi Liu , Xiaolei Qin , Zhiming Luo , Chaoyang Zhou , Haonan Guo , Jing Zhang , Bo Du , Dacheng Tao , Liangpei Zhang

The advancements in cloud-based Large Languages Models (LLMs) have revolutionized AI-assisted programming. However, their integration into certain local development environments like ones within the Apple software ecosystem (e.g., iOS apps,…

Artificial Intelligence · Computer Science 2025-04-08 Yuchen Wang , Shangxin Guo , Chee Wei Tan

PyGALAX is a Python package for geospatial analysis that integrates automated machine learning (AutoML) and explainable artificial intelligence (XAI) techniques to analyze spatial heterogeneity in both regression and classification tasks.…

Machine Learning · Computer Science 2026-02-03 Pingping Wang , Yihong Yuan , Lingcheng Li , Yongmei Lu

Conventional processes for analyzing datasets and extracting meaningful information are often time-consuming and laborious. Previous work has identified manual, repetitive coding and data collection as major obstacles that hinder data…

Computation and Language · Computer Science 2024-04-02 Manit Mishra , Abderrahman Braham , Charles Marsom , Bryan Chung , Gavin Griffin , Dakshesh Sidnerlikar , Chatanya Sarin , Arjun Rajaram

Incorporating Generative AI (GenAI) and Large Language Models (LLMs) in education can enhance teaching efficiency and enrich student learning. Current LLM usage involves conversational user interfaces (CUIs) for tasks like generating…

Human-Computer Interaction · Computer Science 2024-04-18 Stanislav Pozdniakov , Jonathan Brazil , Solmaz Abdi , Aneesha Bakharia , Shazia Sadiq , Dragan Gasevic , Paul Denny , Hassan Khosravi

This paper presents GeoAgent, a model capable of reasoning closely with humans and deriving fine-grained address conclusions. Previous RL-based methods have achieved breakthroughs in performance and interpretability but still remain…

Artificial Intelligence · Computer Science 2026-02-16 Modi Jin , Yiming Zhang , Boyuan Sun , Dingwen Zhang , MingMing Cheng , Qibin Hou

Multi-modal Large Language Models (MLLMs) have demonstrated strong capabilities in general-purpose perception and reasoning, but they still struggle with tasks that require spatial understanding of the 3D world. To address this, we…

Computer Vision and Pattern Recognition · Computer Science 2026-03-03 Zhanpeng Luo , Ce Zhang , Silong Yong , Cunxi Dai , Qianwei Wang , Haoxi Ran , Guanya Shi , Katia Sycara , Yaqi Xie

We are witnessing a new era where problem-solving and cognitive tasks are being increasingly delegated to Large Language Models (LLMs) across diverse domains, ranging from code generation to holiday planning. This trend also creates a…

Networking and Internet Architecture · Computer Science 2025-03-04 Baris Yamansavascilar , Atay Ozgovde , Cem Ersoy

Vector data is one of the two core data structures in geographic information science (GIS), essential for accurately storing and representing geospatial information. Shapefile, the most widely used vector data format, has become the…

Artificial Intelligence · Computer Science 2024-10-24 Qingming Lin , Rui Hu , Huaxia Li , Sensen Wu , Yadong Li , Kai Fang , Hailin Feng , Zhenhong Du , Liuchang Xu

Public participation has become increasingly important in collaborative urban design; yet, existing processes often face challenges in achieving efficient and scalable citizen engagement. To address this gap, this study explores how large…

Human-Computer Interaction · Computer Science 2026-03-18 Zhaoxi Zhang , Ruolin Wu , Feiyang Ren , Sridevi Turaga , Tamir Mendel

Geologic map, as a fundamental diagram in geology science, provides critical insights into the structure and composition of Earth's subsurface and surface. These maps are indispensable in various fields, including disaster detection,…

Computer Vision and Pattern Recognition · Computer Science 2025-06-30 Yangyu Huang , Tianyi Gao , Haoran Xu , Qihao Zhao , Yang Song , Zhipeng Gui , Tengchao Lv , Hao Chen , Lei Cui , Scarlett Li , Furu Wei

Data standardization is a crucial part of the data science life cycle. While tools like Pandas offer robust functionalities, their complexity and the manual effort required for customizing code to diverse column types pose significant…

Machine Learning · Computer Science 2025-06-03 Danrui Qi , Zhengjie Miao , Jiannan Wang

The programming capabilities of large language models (LLMs) have revolutionized automatic code generation and opened new avenues for automatic statistical analysis. However, the validity and quality of these generated codes need to be…

Spatial Representations for Artificial Intelligence (srai) is a Python library for working with geospatial data. The library can download geospatial data, split a given area into micro-regions using multiple algorithms and train an…

Machine Learning · Computer Science 2023-11-22 Piotr Gramacki , Kacper Leśniara , Kamil Raczycki , Szymon Woźniak , Marcin Przymus , Piotr Szymański

Machine learning is an important tool for analyzing high-dimension hyperspectral data; however, existing software solutions are either closed-source or inextensible research products. In this paper, we present cuvis.ai, an open-source and…

Machine Learning · Computer Science 2024-11-19 Nathaniel Hanson , Philip Manke , Simon Birkholz , Maximilian Mühlbauer , Rene Heine , Arnd Brandes
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