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Large Language Models (LLMs) have emerged as powerful tools for accelerating scientific discovery, yet their static knowledge and hallucination issues hinder autonomous research applications. Recent advances integrate LLMs into agentic…

Artificial Intelligence · Computer Science 2025-12-23 Zeyu Xia , Jinzhe Ma , Congjie Zheng , Shufei Zhang , Yuqiang Li , Hang Su , P. Hu , Changshui Zhang , Xingao Gong , Wanli Ouyang , Lei Bai , Dongzhan Zhou , Mao Su

The rise in capability and ubiquity of generative artificial intelligence (AI) technologies has enabled its application to the field of Socially Interactive Agents (SIAs). Despite rising interest in modern AI-powered components used for…

Human-Computer Interaction · Computer Science 2024-10-29 Spencer Lin , Basem Rizk , Miru Jun , Andy Artze , Caitlin Sullivan , Sharon Mozgai , Scott Fisher

Recent advancements in large language models (LLMs) and their multimodal variants have led to remarkable progress across various domains, demonstrating impressive capabilities and unprecedented potential. In the era of ubiquitous…

Signal Processing · Electrical Eng. & Systems 2025-02-14 Jiawei Shao , Xuelong Li

Automated machine learning (AutoML) accelerates AI development by automating tasks in the development pipeline, such as optimal model search and hyperparameter tuning. Existing AutoML systems often require technical expertise to set up…

Machine Learning · Computer Science 2025-06-09 Patara Trirat , Wonyong Jeong , Sung Ju Hwang

We introduce WebGames, a comprehensive benchmark suite designed to evaluate general-purpose web-browsing AI agents through a collection of 50+ interactive challenges. These challenges are specifically crafted to be straightforward for…

Machine Learning · Computer Science 2025-02-26 George Thomas , Alex J. Chan , Jikun Kang , Wenqi Wu , Filippos Christianos , Fraser Greenlee , Andy Toulis , Marvin Purtorab

AI coding agents make empirical specification search fast and cheap, but they also widen hidden researcher degrees of freedom. Building on an open-source agent-loop architecture, this paper adapts that framework to an empirical economics…

Econometrics · Economics 2026-03-23 Minchul Shin

There is an increasing need in our society to achieve faster advances in Science to tackle urgent problems, such as climate changes, environmental hazards, sustainable energy systems, pandemics, among others. In certain domains like…

We introduce SymbolicAI, a versatile and modular framework employing a logic-based approach to concept learning and flow management in generative processes. SymbolicAI enables the seamless integration of generative models with a diverse…

Automating the synthesis of User Interfaces (UIs) plays a crucial role in enhancing productivity and accelerating the development lifecycle, reducing both development time and manual effort. Recently, the rapid development of Multimodal…

Software Engineering · Computer Science 2025-05-26 Yi Gui , Zhen Li , Zhongyi Zhang , Yao Wan , Dongping Chen , Hongyu Zhang , Yi Su , Bohua Chen , Xing Zhou , Wenbin Jiang , Xiangliang Zhang

AI tools and agents are reshaping how researchers work, from proving theorems to training neural networks. Yet for many, it remains unclear how these tools fit into everyday research practice. This paper is a practical guide to AI-assisted…

Machine Learning · Computer Science 2026-03-18 Max Zimmer , Nico Pelleriti , Christophe Roux , Sebastian Pokutta

Technological advances continue to redefine the dynamics of human-machine interactions, particularly in task execution. This proposal responds to the advancements in Generative AI by outlining a research plan that probes intent-AI…

Human-Computer Interaction · Computer Science 2024-05-03 Zijian Ding

Humans often rely on underlying structural patterns-schemas-to create, whether by writing stories, designing software, or composing music. Schemas help organize ideas and guide exploration, but they are often difficult to discover and…

Human-Computer Interaction · Computer Science 2025-08-08 Sitong Wang

Existing multimodal retrieval systems excel at semantic matching but implicitly assume that query-image relevance can be measured in isolation. This paradigm overlooks the rich dependencies inherent in realistic visual streams, where…

Computer Vision and Pattern Recognition · Computer Science 2026-02-12 Chenlong Deng , Mengjie Deng , Junjie Wu , Dun Zeng , Teng Wang , Qingsong Xie , Jiadeng Huang , Shengjie Ma , Changwang Zhang , Zhaoxiang Wang , Jun Wang , Yutao Zhu , Zhicheng Dou

The rise of Generative AI Search is fundamentally transforming how users and intelligent systems interact with the Internet. LLMs increasingly act as intermediaries between humans and web information. Yet the web remains optimized for human…

Networking and Internet Architecture · Computer Science 2025-11-25 Muhammad Bilal , Zafar Qazi , Marco Canini

The advent of Large Language Models (LLMs) has paved the way for AI search engines, e.g., SearchGPT, showcasing a new paradigm in human-internet interaction. However, most current AI search engines are limited to text-only settings,…

Computer Vision and Pattern Recognition · Computer Science 2024-11-28 Dongzhi Jiang , Renrui Zhang , Ziyu Guo , Yanmin Wu , Jiayi Lei , Pengshuo Qiu , Pan Lu , Zehui Chen , Chaoyou Fu , Guanglu Song , Peng Gao , Yu Liu , Chunyuan Li , Hongsheng Li

Generative AI has unlocked new possibilities in content discovery and management. Through collaboration with the National Football League (NFL), we demonstrate how a generative-AI based workflow enables media researchers and analysts to…

Artificial Intelligence · Computer Science 2025-10-09 Henry Wang , Md Sirajus Salekin , Jake Lee , Ross Claytor , Shinan Zhang , Michael Chi

Interior design often struggles to capture the subtleties of client experience, leaving gaps between what clients feel and what designers can act upon. We present AIDED, a designer-AI co-design workflow that integrates multimodal client…

Human-Computer Interaction · Computer Science 2026-02-11 Yang Chen Lin , Chen-Ying Chen , Kai-Hsin Hou , Hung-Yu Chen , Po-Chih Kuo

Researchers frequently need to synthesize their own publications into coherent narratives that demonstrate their scholarly contributions. To suit diverse communication contexts, exploring alternative ways to organize one's work while…

Human-Computer Interaction · Computer Science 2025-07-22 Runhua Zhang , Yang Ouyang , Leixian Shen , Yuying Tang , Xiaojuan Ma , Huamin Qu , Xian Xu

We study compiled AI, a paradigm in which large language models generate executable code artifacts during a compilation phase, after which workflows execute deterministically without further model invocation. This paradigm has antecedents…

Scientific algorithm discovery is iterative: hypotheses are proposed, implemented, stress-tested, and revised. Current LLM-guided search systems accelerate proposal generation, but often under-represent scientific structure by optimizing…

Machine Learning · Computer Science 2026-04-02 Youssef Mroueh , Carlos Fonseca , Brian Belgodere , David Cox
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