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In this paper, we propose a new approach to building a artificial general intelligence with self awareness, which includes: (1) a new method to implement attention mechanisms; (2) a way to give machines self-demands; (3) how to form a value…

Machine Learning · Computer Science 2025-01-07 Yongcong Chen , Ting Zeng , Xingyue Chen

Generative artificial intelligence (Gen AI) systems represent a critical technology with far-reaching implications across multiple domains of society. However, their deployment entails a range of risks and challenges that require careful…

Computers and Society · Computer Science 2025-10-31 Jorge Machado

Continual learning is often motivated by the idea, known as the big world hypothesis, that "the world is bigger" than the agent. Recent problem formulations capture this idea by explicitly constraining an agent relative to the environment.…

Artificial Intelligence · Computer Science 2025-12-30 Alex Lewandowski , Adtiya A. Ramesh , Edan Meyer , Dale Schuurmans , Marlos C. Machado

Artificial Intelligence (AI) Safety Institutes and governments worldwide are deciding whether they evaluate advanced AI themselves, support a private evaluation ecosystem or do both. Evaluation regimes have been established in a wide range…

Computers and Society · Computer Science 2025-08-06 Merlin Stein , Milan Gandhi , Theresa Kriecherbauer , Amin Oueslati , Robert Trager

Achieving Artificial General Intelligence (AGI) requires agents that learn and interact adaptively, with interactive world models providing scalable environments for perception, reasoning, and action. Yet current research still lacks…

Computer Vision and Pattern Recognition · Computer Science 2026-05-07 Jianjie Fang , Yingshan Lei , Qin Wan , Ziyou Wang , Yuchao Huang , Yongyan Xu , Baining Zhao , Weichen Zhang , Chen Gao , Xinlei Chen , Yong Li

In this work, we argue that the search for Artificial General Intelligence (AGI) should start from a much lower level than human-level intelligence. The circumstances of intelligent behavior in nature resulted from an organism interacting…

Artificial Intelligence · Computer Science 2022-07-28 Sidney Pontes-Filho , Kristoffer Olsen , Anis Yazidi , Michael A. Riegler , Pål Halvorsen , Stefano Nichele

AI agents are now running real transactions, workflows, and sub-agent chains across organizational boundaries without continuous human supervision. This creates a problem no current infrastructure is equipped to solve: how do you identify,…

Artificial Intelligence · Computer Science 2026-04-28 Takumi Otsuka , Kentaroh Toyoda , Alex Leung

As full AI-based automation remains out of reach in most real-world applications, the focus has instead shifted to leveraging the strengths of both human and AI agents, creating effective collaborative systems. The rapid advances in this…

Human-Computer Interaction · Computer Science 2024-04-19 Steffen Holter , Mennatallah El-Assady

World Model, the supposed algorithmic surrogate of the real-world environment which biological agents experience with and act upon, has been an emerging topic in recent years because of the rising needs to develop virtual agents with…

Machine Learning · Computer Science 2025-07-29 Eric Xing , Mingkai Deng , Jinyu Hou , Zhiting Hu

Artificial general intelligence (AGI) does not yet exist, but given the pace of technological development in artificial intelligence, it is projected to reach human-level intelligence within roughly the next two decades. After that, many…

Computers and Society · Computer Science 2023-11-16 David R. Mandel

Existing automated research systems operate as stateless, linear pipelines -- generating outputs without maintaining any persistent understanding of the research landscape they navigate. They process papers sequentially, propose ideas…

Artificial Intelligence · Computer Science 2026-03-27 Yunbo Long

This paper aims to establish a consensus on AGI's definition. General intelligence refers to the adaptation to open environments according to certain principles using limited resources. It emphasizes that adaptation or learning is an…

Artificial Intelligence · Computer Science 2024-04-17 Bowen Xu

The Arcade Learning Environment (ALE) is an evaluation platform that poses the challenge of building AI agents with general competency across dozens of Atari 2600 games. It supports a variety of different problem settings and it has been…

Machine Learning · Computer Science 2017-12-04 Marlos C. Machado , Marc G. Bellemare , Erik Talvitie , Joel Veness , Matthew Hausknecht , Michael Bowling

Despite the potential of generative AI (GenAI) design tools to enhance design processes, professionals often struggle to integrate AI into their workflows. Fundamental cognitive challenges include the need to specify all design criteria as…

Human-Computer Interaction · Computer Science 2025-06-17 Frederic Gmeiner , Kaitao Luo , Ye Wang , Kenneth Holstein , Nikolas Martelaro

The growing capabilities of generative AI (GenAI) have begun to reshape how games are designed and developed, offering new tools for content creation, gameplay simulation, and design ideation. While prior research has explored traditional…

Software Engineering · Computer Science 2025-07-25 Xiang Echo Chen , Wenhan Zhu , Guoshuai Albert Shi , Michael W. Godfrey

Recent developments in artificial intelligence (AI) have permeated through an array of different immersive environments, including virtual, augmented, and mixed realities. AI brings a wealth of potential that centers on its ability to…

Human-Computer Interaction · Computer Science 2024-05-10 Wangfan Li , Rohit Mallick , Carlos Toxtli-Hernandez , Christopher Flathmann , Nathan J. McNeese

Autonomous artificial agents must be able to learn behaviors in complex environments without humans to design tasks and rewards. Designing these functions for each environment is not feasible, thus, motivating the development of intrinsic…

Machine Learning · Computer Science 2025-02-20 Alana Santana , Paula P. Costa , Esther L. Colombini

As AI systems appear to exhibit ever-increasing capability and generality, assessing their true potential and safety becomes paramount. This paper contends that the prevalent evaluation methods for these systems are fundamentally…

Artificial Intelligence · Computer Science 2024-07-15 John Burden

This study explores the benefits and challenges of integrating Artificial Intelligence with Agile software development methodologies, focusing on improving continuous integration and delivery. A systematic literature review and longitudinal…

Software Engineering · Computer Science 2023-05-16 Beatriz Cabrero-Daniel

Generative AI systems often display highly uneven performance across tasks that appear ``nearby'': they can be excellent on one prompt and confidently wrong on another with only small changes in wording or context. We call this phenomenon…

Theoretical Economics · Economics 2026-01-13 Joshua Gans
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