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Large language models (LLMs) have shown significant potential to change how we write, communicate, and create, leading to rapid adoption across society. This dissertation examines how individuals and institutions are adapting to and…

计算与语言 · 计算机科学 2025-06-24 Weixin Liang

Organisations are starting to adopt LLM-based AI agents, with their deployments naturally evolving from single agents towards interconnected, multi-agent networks. Yet a collection of safe agents does not guarantee a safe collection of…

多智能体系统 · 计算机科学 2025-08-11 Alistair Reid , Simon O'Callaghan , Liam Carroll , Tiberio Caetano

Although AI has the potential to drive significant business innovation, many firms struggle to realize its benefits. We examine how the Lean Startup Method (LSM) influences the impact of AI on product innovation in startups. Analyzing data…

综合经济学 · 经济学 2025-08-26 Gavin Wang , Lynn Wu

Existing approaches to algorithmic fairness aim to ensure equitable outcomes if human decision-makers comply perfectly with algorithmic decisions. However, perfect compliance with the algorithm is rarely a reality or even a desirable…

机器学习 · 计算机科学 2025-07-01 Haosen Ge , Hamsa Bastani , Osbert Bastani

Large language models (LLMs) can support democratic deliberation at scales previously constrained by turn-taking and facilitation bandwidth. Recent work shows that LLM-generated group statements are often preferred over human-mediated…

计算与语言 · 计算机科学 2026-05-27 Wajdi Zaghouani

The widespread use of generative AI systems is coupled with significant ethical and social challenges. As a result, policymakers, academic researchers, and social advocacy groups have all called for such systems to be audited. However,…

计算机与社会 · 计算机科学 2024-07-09 Jakob Mokander , Justin Curl , Mihir Kshirsagar

As artificial intelligence increasingly influences our world, it becomes crucial to assess its technical progress and societal impact. This paper surveys problems and opportunities in the measurement of AI systems and their impact, based on…

计算机与社会 · 计算机科学 2020-09-22 Saurabh Mishra , Jack Clark , C. Raymond Perrault

Genetic algorithms have been widely used in many practical optimization problems. Inspired by natural selection, operators, including mutation, crossover and selection, provide effective heuristics for search and black-box optimization.…

机器学习 · 统计学 2018-03-14 Tanmay Gangwani , Jian Peng

The deployment of artificial intelligence (AI) applications has accelerated rapidly. AI enabled technologies are facing the public in many ways including infrastructure, consumer products and home applications. Because many of these…

人工智能 · 计算机科学 2024-08-01 Joanna F. DeFranco , Luke Biersmith

The rapid uptake of generative artificial intelligence (AI) in higher education is reshaping assessment practices and intensifying concerns around academic integrity, fairness, and learning quality. While institutional responses…

计算机与社会 · 计算机科学 2026-05-28 Ndidi Bianca Ogbo , Zhao Song , Shatha Ghareeb , The Anh Han

Large Language Models (LLMs) deliver powerful AI capabilities but face deployment challenges due to high resource costs and latency, whereas Small Language Models (SLMs) offer efficiency and deployability at the cost of reduced performance.…

人工智能 · 计算机科学 2025-05-13 Yi Chen , JiaHao Zhao , HaoHao Han

Agentic AI systems -- Large Language Models (LLMs) augmented with planning, tool use, memory, and long-horizon interactions -- can execute complex tasks autonomously, but their multi-step trajectories introduce new failure modes that…

Today, AI is increasingly being used in many high-stakes decision-making applications in which fairness is an important concern. Already, there are many examples of AI being biased and making questionable and unfair decisions. The AI…

人工智能 · 计算机科学 2020-02-06 Yunfeng Zhang , Rachel K. E. Bellamy , Kush R. Varshney

The advancement of large language model (LLM) based artificial intelligence technologies has been a game-changer, particularly in sentiment analysis. This progress has enabled a shift from highly specialized research environments to…

软件工程 · 计算机科学 2024-10-24 Chaofeng Zhang , Jia Hou , Xueting Tan , Gaolei Li , Caijuan Chen

As generative AI systems, including large language models (LLMs) and diffusion models, advance rapidly, their growing adoption has led to new and complex security risks often overlooked in traditional AI risk assessment frameworks. This…

密码学与安全 · 计算机科学 2024-10-21 Aviral Srivastava , Sourav Panda

From incorporating LLMs in education, to identifying new drugs and improving ways to charge batteries, innovators constantly try new strategies in search of better long-term outcomes for students, patients and consumers. One major…

机器学习 · 计算机科学 2024-07-11 Hyunji Alex Nam , Yash Chandak , Emma Brunskill

While artificial intelligence (AI) has become widespread, many commercial AI systems are not yet accessible to individual researchers nor the general public due to the deep knowledge of the systems required to use them. We believe that AI…

Social media is often criticized for amplifying toxic discourse and discouraging constructive conversations. But designing social media platforms to promote better conversations is inherently challenging. This paper asks whether simulating…

社会与信息网络 · 计算机科学 2023-10-11 Petter Törnberg , Diliara Valeeva , Justus Uitermark , Christopher Bail

We present an innovative methodology for studying and teaching the impacts of AI through a role play game. The game serves two primary purposes: 1) training AI developers and AI policy professionals to reflect on and prepare for future…

计算机与社会 · 计算机科学 2019-12-20 Shahar Avin , Ross Gruetzemacher , James Fox

General purpose AI, such as ChatGPT, seems to have lowered the barriers for the public to use AI and harness its power. However, the governance and development of AI still remain in the hands of a few, and the pace of development is…

计算机与社会 · 计算机科学 2024-09-11 Jimin Mun , Liwei Jiang , Jenny Liang , Inyoung Cheong , Nicole DeCario , Yejin Choi , Tadayoshi Kohno , Maarten Sap