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LLM-based agents increasingly rely on long-term memory to support multi-session reasoning and interaction, yet current systems provide little control over what information is retained. In practice, agents either accumulate large volumes of…

人工智能 · 计算机科学 2026-03-06 Guilin Zhang , Wei Jiang , Xiejiashan Wang , Aisha Behr , Kai Zhao , Jeffrey Friedman , Xu Chu , Amine Anoun

Large language models (LLMs) are able to engage in natural-sounding conversations with humans, showcasing unprecedented capabilities for information retrieval and automated decision support. They have disrupted human-technology interaction…

计算与语言 · 计算机科学 2025-02-18 Wolfgang Messner , Tatum Greene , Josephine Matalone

The interactive nature of Large Language Models (LLMs), which closely track user data and context, has prompted users to share personal and private information in unprecedented ways. Even when users opt out of allowing their data to be used…

密码学与安全 · 计算机科学 2025-08-26 GodsGift Uzor , Hasan Al-Qudah , Ynes Ineza , Abdul Serwadda

Generative artificial intelligence (GAI), specifically large language models (LLMs), are increasingly used in software engineering, mainly for coding tasks. However, requirements engineering - particularly requirements validation - has seen…

软件工程 · 计算机科学 2026-02-10 Adam Trendowicz , Daniel Seifert , Andreas Jedlitschka , Marcus Ciolkowski , Anton Strahilov

As teachers increasingly turn to GenAI in their educational practice, we need robust methods to benchmark large language models (LLMs) for pedagogical purposes. This article presents an embedding-based benchmarking framework to detect bias…

计算与语言 · 计算机科学 2026-04-02 Yishan Du , Conrad Borchers , Mutlu Cukurova

Analog IC design is a bottleneck due to its reliance on experience and inefficient simulations, as traditional formulas fail in advanced nodes. Applying Large Language Models (LLMs) directly to this problem risks mere "guessing" without…

硬件体系结构 · 计算机科学 2025-08-20 Jianqiu Chen , Siqi Li , Xu He

Capturing professionals' decision-making in creative workflows (e.g., UI/UX) is essential for reflection, collaboration, and knowledge sharing, yet existing methods often leave rationales incomplete and implicit decisions hidden. To address…

人机交互 · 计算机科学 2026-02-26 Kihoon Son , DaEun Choi , Tae Soo Kim , Young-Ho Kim , Sangdoo Yun , Juho Kim

Powerful new frontier AI technologies are bringing many benefits to society but at the same time bring new risks. AI developers and regulators are therefore seeking ways to assure the safety of such systems, and one promising method under…

计算机与社会 · 计算机科学 2025-02-11 Stephen Barrett , Philip Fox , Joshua Krook , Tuneer Mondal , Simon Mylius , Alejandro Tlaie

Large language models have become central to many AI applications, but their growing energy consumption raises serious sustainability concerns. A key limitation in current AI deployments is the reliance on a one-size-fits-all inference…

API gateways serve as critical enforcement points for security, governance, and traffic management in cloud-native systems. As organizations increasingly adopt multi-cluster and hybrid cloud deployments, maintaining consistent policy…

The success and wide adoption of generative AI (GenAI), particularly large language models (LLMs), has attracted the attention of cybercriminals seeking to abuse models, steal sensitive data, or disrupt services. Moreover, providing…

Auditing Large Language Models (LLMs) to discover their biases and preferences is an emerging challenge in creating Responsible Artificial Intelligence (AI). While various methods have been proposed to elicit the preferences of such models,…

计算与语言 · 计算机科学 2024-11-12 Leif Azzopardi , Yashar Moshfeghi

The risks posed by AI features are increasing as they are rapidly integrated into software applications. In response, regulations and standards for safe and secure AI have been proposed. In this paper, we present an agentic framework that…

人工智能 · 计算机科学 2026-05-01 Wilder Baldwin , Sepideh Ghanavati

As Large Language Models (LLMs) grow in capability, do they develop self-awareness as an emergent behavior? And if so, can we measure it? We introduce the AI Self-Awareness Index (AISAI), a game-theoretic framework for measuring…

人工智能 · 计算机科学 2025-12-04 Kyung-Hoon Kim

We present a framework for the automated measurement of responsible AI (RAI) metrics for large language models (LLMs) and associated products and services. Our framework for automatically measuring harms from LLMs builds on existing…

Large Language Models (LLMs) are increasingly deployed as autonomous agents, yet their practical utility is fundamentally constrained by a limited context window and state desynchronization resulting from the LLMs' stateless nature and…

人工智能 · 计算机科学 2025-10-17 Fikresilase Wondmeneh Abebayew

Large language models (LLMs) are increasingly explored for NP-hard combinatorial optimization problems, but most existing methods emphasize feasible-instance solution generation and do not explicitly address infeasibility detection. We…

人工智能 · 计算机科学 2026-04-15 Yakun Wang , Min Chen , Zeguan Wu , Junyu Liu , Sitao Zhang , Zhenwen Shao

Federally funded research and development centers (FFRDCs) face text-heavy workloads, from policy documents to scientific and engineering papers, that are slow to analyze manually. We show how large language models can accelerate…

计算与语言 · 计算机科学 2025-09-26 Arun S. Maiya

As libraries explore large language models (LLMs) as a scalable layer for reference services, a core fairness question follows: can LLM-based services support all patrons fairly, regardless of demographic identity? While LLMs offer great…

数字图书馆 · 计算机科学 2026-02-24 Haining Wang , Jason Clark , Angelica Peña

Artificial Intelligence (AI)-generated feedback in educational settings has garnered considerable attention due to its potential to enhance learning outcomes. However, a comprehensive understanding of the linguistic characteristics of…

计算与语言 · 计算机科学 2025-05-01 Antoun Yaacoub , Zainab Assaghir , Lionel Prevost , Jérôme Da-Rugna
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