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Modeling environmental ecosystems is essential for effective resource management, sustainable development, and understanding complex ecological processes. However, traditional methods frequently struggle with the inherent complexity,…

Machine Learning · Computer Science 2025-03-06 Runlong Yu , Shengyu Chen , Yiqun Xie , Xiaowei Jia

Parallel to rapid advancements in foundation model research, the past few years have witnessed a surge in music AI applications. As AI-generated and AI-augmented music become increasingly mainstream, many researchers in the music AI…

Sound · Computer Science 2026-02-13 Megan Wei , Mateusz Modrzejewski , Aswin Sivaraman , Dorien Herremans

Foundation models (FMs) are a popular topic of research in AI. Their ability to generalize to new tasks and datasets without retraining or needing an abundance of data makes them an appealing candidate for applications on specialist…

Computer Vision and Pattern Recognition · Computer Science 2024-09-06 Marga Don , Stijn Pinson , Blanca Guillen Cebrian , Yuki M. Asano

Foundation models have transformed natural language processing and computer vision, and their impact is now reshaping remote sensing image analysis. With powerful generalization and transfer learning capabilities, they align naturally with…

Computer Vision and Pattern Recognition · Computer Science 2025-10-28 Liling Yang , Ning Chen , Jun Yue , Yidan Liu , Jiayi Ma , Pedram Ghamisi , Antonio Plaza , Leyuan Fang

Foundation models (FMs) such as large language models have revolutionized the field of AI by showing remarkable performance in various tasks. However, they exhibit numerous limitations that prevent their broader adoption in many real-world…

Artificial Intelligence · Computer Science 2024-02-05 Debarun Bhattacharjya , Junkyu Lee , Don Joven Agravante , Balaji Ganesan , Radu Marinescu

Foundation Models (FMs) such as GPT-4 encoded with vast knowledge and powerful emergent abilities have achieved remarkable success in various natural language processing and computer vision tasks. Grounding FMs by adapting them to…

Machine Learning · Computer Science 2024-04-01 Yan Kang , Tao Fan , Hanlin Gu , Xiaojin Zhang , Lixin Fan , Qiang Yang

The integration of machine learning techniques has become a cornerstone in the development of intelligent urban services, significantly contributing to the enhancement of urban efficiency, sustainability, and overall livability. Recent…

Computers and Society · Computer Science 2026-03-24 Weijia Zhang , Jindong Han , Zhao Xu , Hang Ni , Tengfei Lyu , Hao Liu , Hui Xiong

Foundation Models (FMs) display exceptional performance in tasks such as natural language processing and are being applied across a growing range of disciplines. Although typically trained on large public datasets, FMs are often fine-tuned…

Cryptography and Security · Computer Science 2024-10-10 Marcin Chrapek , Anjo Vahldiek-Oberwagner , Marcin Spoczynski , Scott Constable , Mona Vij , Torsten Hoefler

Large Language Models (LLMs) have emerged as a transformative AI paradigm, profoundly influencing daily life through their exceptional language understanding and contextual generation capabilities. Despite their remarkable performance, LLMs…

Artificial Intelligence · Computer Science 2024-12-10 Yedi Zhang , Yufan Cai , Xinyue Zuo , Xiaokun Luan , Kailong Wang , Zhe Hou , Yifan Zhang , Zhiyuan Wei , Meng Sun , Jun Sun , Jing Sun , Jin Song Dong

This position paper explores the rapid development of Foundation Models (FMs) in AI and their implications for intelligence and reasoning. It examines the characteristics of FMs, including their training on vast datasets and use of…

Artificial Intelligence · Computer Science 2025-08-05 Alan F. Smeaton

Pre-trained models (PTMs) have gained widespread popularity and achieved remarkable success across various fields, driven by their groundbreaking performance and easy accessibility through hosting providers. However, the challenges faced by…

Software Engineering · Computer Science 2026-04-21 Peerachai Banyongrakkul , Mansooreh Zahedi , Patanamon Thongtanunam , Christoph Treude , Haoyu Gao

As quantum computers advance, the complexity of the software they can execute increases as well. To ensure this software is efficient, maintainable, reusable, and cost-effective -key qualities of any industry-grade software-mature software…

Cloud computing is gaining more and more traction as a deployment and provisioning model for software. While a large body of research already covers how to optimally operate a cloud system, we still lack insights into how professional…

Software Engineering · Computer Science 2015-03-18 Jürgen Cito , Philipp Leitner , Thomas Fritz , Harald C. Gall

Over the recent years, the field of robotics has been undergoing a transformative paradigm shift from fixed, single-task, domain-specific solutions towards adaptive, multi-function, general-purpose agents, capable of operating in complex,…

Machine Learning (ML) based prognostics and health monitoring (PHM) tools provide new opportunities for manufacturers to operate and maintain their equipment in a risk-optimized manner and utilize it more sustainably along its lifecycle.…

Machine Learning · Computer Science 2024-05-15 Christoph Netsch , Till Schöpe , Benedikt Schindele , Joyam Jayakumar

The rapid advancements in Artificial Intelligence (AI), particularly in generative AI and foundational models (FMs), have ushered in transformative changes across various industries. Large language models (LLMs), a type of FM, have…

Software Engineering · Computer Science 2023-10-19 Ricardo Britto , Timothy Murphy , Massimo Iovene , Leif Jonsson , Melike Erol-Kantarci , Benedek Kovács

Large Language Models (LLMs) are increasingly integrated into software applications, giving rise to a broad class of prompt-enabled systems, in which prompts serve as the primary 'programming' interface for guiding system behavior. Building…

Software Engineering · Computer Science 2026-01-28 Zhenpeng Chen , Chong Wang , Weisong Sun , Xuanzhe Liu , Jie M. Zhang , Yang Liu

OpenAI's advanced large language models (LLMs) have revolutionized natural language processing and enabled developers to create innovative applications. As adoption grows, understanding the experiences and challenges of developers working…

Software Engineering · Computer Science 2024-08-06 Xinyi Hou , Yanjie Zhao , Haoyu Wang

Large Language Models (LLMs) are transforming software creation by enabling zero code development platforms. Our survey reviews recent platforms that let users build applications without writing code, by leveraging LLMs as the brains of the…

Software Engineering · Computer Science 2025-10-23 Priyaranjan Pattnayak , Hussain Bohra

Firmware serves as a foundational software layer in modern computers, initiating as the first code executed on platform hardware, similar in function to a minimal operating system. Defined as a software interface between an operating system…

Cryptography and Security · Computer Science 2024-09-24 Mahsa Farahani , Ghazal Shenavar , Ali Hosseinghorban , Alireza Ejlali
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