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Autonomous agents based on Large Language Models (LLMs) have evolved from reactive assistants to systems capable of planning, executing actions via tools, and iterating over environment observations. However, they remain vulnerable to…

人工智能 · 计算机科学 2026-02-27 Elzo Brito dos Santos Filho

Legal information in India remains largely inaccessible due to the complexity of legal language and the sheer volume of legal documentation involved in research and case analysis. This paper presents NyayaAI, an AI-powered legal assistant…

计算与语言 · 计算机科学 2026-05-12 Deepanshu , Divi Saxena , Deepali Rana , Ayesha Varshney , Sahinur Rahman Laskar

Large language models (LLMs) have empowered AI agents to tackle increasingly complex tasks. However, most existing agents remain limited to static planning and brittle interactions, falling short of true collaboration or adaptive reasoning.…

人工智能 · 计算机科学 2025-10-14 William Nguyen , Vinh Luong , Christopher Nguyen

High-quality scientific review and perspective papers require substantial time and effort, limiting researchers' ability to synthesize emerging knowledge. While Large Language Models (LLMs) leverage AI Scientists for scientific workflows,…

人工智能 · 计算机科学 2026-03-03 Sasi Kiran Gaddipati , Farhana Keya , Gollam Rabby , Sören Auer

Entity alignment (EA) aims to identify entities across different knowledge graphs (KGs) that refer to the same real-world object and plays a critical role in knowledge fusion and integration. Traditional EA methods mainly rely on knowledge…

信息检索 · 计算机科学 2026-04-14 Yixuan Nan , Xixun Lin , Yanmin Shang , Ge Zhang , Zheng Fang , Fang Fang , Yanan Cao

This article presents a modular, component-based architecture for developing and evaluating AI agents that bridge the gap between natural language interfaces and complex enterprise data warehouses. The system directly addresses core…

人工智能 · 计算机科学 2025-09-30 Nooshin Bahador

Advancements in retrieving accessible information have evolved faster in the last few years compared to the decades since the internet's creation. Search engines, like Google, have been the number one way to find relevant data. They have…

信息检索 · 计算机科学 2025-03-28 Karanbir Singh , William Ngu

Machine learning has emerged as a powerful tool for scientific discovery, enabling researchers to extract meaningful insights from complex datasets. For instance, it has facilitated the identification of disease-predictive genes from gene…

Generative search engines and deep research LLM agents promise trustworthy, source-grounded synthesis, yet users regularly encounter overconfidence, weak sourcing, and confusing citation practices. We introduce DeepTRACE, a novel…

计算与语言 · 计算机科学 2025-09-08 Pranav Narayanan Venkit , Philippe Laban , Yilun Zhou , Kung-Hsiang Huang , Yixin Mao , Chien-Sheng Wu

Operating Elasticsearch clusters at scale demands continuous human expertise spanning the full lifecycle -- from initial deployment through performance tuning, monitoring, failure prediction, and incident recovery. We present the ES…

分布式、并行与集群计算 · 计算机科学 2026-04-07 Muhamed Ramees Cheriya Mukkolakkal

Contemporary businesses operate in dynamic environments requiring rapid adaptation to achieve goals and maintain competitiveness. Existing data platforms often fall short by emphasizing tools over alignment with business needs, resulting in…

人工智能 · 计算机科学 2026-03-25 Cecil Pang

Enterprise Resource Planning (ERP) systems serve as the digital backbone of modern financial institutions, yet they continue to rely on static, rule-based workflows that limit adaptability, scalability, and intelligence. As business…

人工智能 · 计算机科学 2025-06-03 Hongyang Yang , Likun Lin , Yang She , Xinyu Liao , Jiaoyang Wang , Runjia Zhang , Yuquan Mo , Christina Dan Wang

The rapid rise of large language models has shifted user search behavior from discrete keywords to natural-language, multi-constraint queries--a shift existing e-commerce search architectures struggle to accommodate. Users face a dilemma:…

信息检索 · 计算机科学 2026-05-13 Lei Wang , Jinhang Wu , Zhibin Wang , Biye Li

AI for IT Operations (AIOps) aims to automate complex operational tasks, such as fault localization and root cause analysis, to reduce human workload and minimize customer impact. While traditional DevOps tools and AIOps algorithms often…

AI for IT Operations (AIOps) is a powerful platform that Site Reliability Engineers (SREs) use to automate and streamline operational workflows with minimal human intervention. Automated log analysis is a critical task in AIOps as it…

计算与语言 · 计算机科学 2023-08-23 Pranjal Gupta , Harshit Kumar , Debanjana Kar , Karan Bhukar , Pooja Aggarwal , Prateeti Mohapatra

The exponential growth of scientific knowledge has made the automated generation of scientific hypotheses that combine novelty, feasibility, and research value a core challenge. Existing methods based on large language models fail to…

人工智能 · 计算机科学 2025-08-05 Shiyang Duan , Yuan Tian , Qi Bing , Xiaowei Shao

Large language models have paved the way to powerful and flexible AI agents, assisting humans by increasingly integrating into their daily life. This flexibility, potential, and growing adoption demands a holistic and cross-disciplinary…

人工智能 · 计算机科学 2025-07-23 Pierluca D'Oro , Caley Drooff , Joy Chen , Joseph Tighe

Recent advancements in large language model (LLM) agents have significantly accelerated scientific discovery automation, yet concurrently raised critical ethical and safety concerns. To systematically address these challenges, we introduce…

人工智能 · 计算机科学 2025-05-30 Kunlun Zhu , Jiaxun Zhang , Ziheng Qi , Nuoxing Shang , Zijia Liu , Peixuan Han , Yue Su , Haofei Yu , Jiaxuan You

In this work, we provide an industry research view for approaching the design, deployment, and operation of trustworthy Artificial Intelligence (AI) inference systems. Such systems provide customers with timely, informed, and customized…

In the vast domain of cybersecurity, the transition from reactive defense to offensive has become critical in protecting digital infrastructures. This paper explores the integration of Artificial Intelligence (AI) into offensive…

密码学与安全 · 计算机科学 2024-06-13 Leroy Jacob Valencia