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As artificial intelligence (AI) systems approach and surpass expert human performance across a broad range of tasks, obtaining high-quality human supervision for evaluation and training becomes increasingly challenging. Our focus is on…

Machine Learning · Computer Science 2026-02-25 Ren Yin , Takashi Ishida , Masashi Sugiyama

Recent advancements in artificial intelligence have reopened the question about the boundaries of AI autonomy, particularly in discussions around artificial general intelligence and its potential to act independently across varied purposes.…

Computers and Society · Computer Science 2025-10-17 Vincenzo Calderonio

This paper presents a preliminary draft of a framework around the use of anthropomorphic deception, defined here as misleading users towards humanlike affordances in the design of autonomous systems. The goal is to promote reflection among…

Human-Computer Interaction · Computer Science 2026-04-20 Franziska Babel , Shane Saunderson , Shalaleh Rismani

Recent advances in artificial intelligence (AI) have shown promise in automating key aspects of Agile project management, yet their impact on team cognition remains underexplored. In this work, we investigate cognitive offloading in Agile…

Human-Computer Interaction · Computer Science 2026-04-16 Adriana Caraeni , Alexander Shick , Andrew Lan

Recent benchmark studies have claimed that AI has approached or even surpassed human-level performances on various cognitive tasks. However, this position paper argues that current AI evaluation paradigms are insufficient for assessing…

Deciding how to distribute work between humans and AI systems is a central challenge in organisational design. Most approaches treat this as a binary choice, yet the operational reality is richer: humans and AI routinely share tasks or take…

Artificial Intelligence · Computer Science 2026-05-19 Vicente Pelechano , Antoni Mestre , Manoli Albert , Miriam Gil

We study \emph{Human Projection} (HP): people's tendency to evaluate AI using the same frameworks they use for humans -- treating features such as task difficulty and the reasonableness of mistakes as diagnostic of overall ability. We…

General Economics · Economics 2026-05-12 Bnaya Dreyfuss , Raphaël Raux

Artificial Intelligence (AI) is rapidly integrating into various aspects of our daily lives, influencing decision-making processes in areas such as targeted advertising and matchmaking algorithms. As AI systems become increasingly…

Artificial Intelligence · Computer Science 2025-03-11 Md. Tanzib Hosain , Mehedi Hasan Anik , Sadman Rafi , Rana Tabassum , Khaleque Insia , Md. Mehrab Siddiky

We present the design rationale, implementation attempt, and failure analysis of Eyla, a proposed identity-anchored LLM architecture that integrates biologically-inspired subsystems -- including HiPPO-initialized state-space models,…

Computation and Language · Computer Science 2026-04-02 Arif Aditto

We use the notion of oracle machines and reductions from computability theory to formalise different Human-in-the-loop (HITL) setups for AI systems, distinguishing between trivial human monitoring (i.e., total functions), single endpoint…

Computers and Society · Computer Science 2025-09-29 Maurice Chiodo , Dennis Müller , Paul Siewert , Jean-Luc Wetherall , Zoya Yasmine , John Burden

The rapid integration of Large Language Models (LLMs) into scientific writing fundamentally challenges traditional definitions of authorship, responsibility, and scientific integrity. As researchers transition from using computers as…

Computational Physics · Physics 2026-04-07 Yi Zhou

As autonomous AI agents are increasingly deployed in high-stakes environments, ensuring their safety and alignment with human values is becoming a practical deployment concern. Current benchmarks for AI agents primarily evaluate refusal of…

Artificial Intelligence · Computer Science 2026-05-12 Miles Q. Li , Benjamin C. M. Fung , Martin Weiss , Pulei Xiong , Khalil Al-Hussaeni , Claude Fachkha

The rapid deployment of AI agents acting autonomously on behalf of human principals has outpaced the development of cryptographic protocols for establishing, bounding, and revoking human-AI trust relationships. Existing frameworks (TLS,…

Cryptography and Security · Computer Science 2026-04-10 Zhaoliang Chen

As AI agents increasingly perform economic tasks on behalf of humans, a fundamental tension arises between agent autonomy and human control over financial assets. We present the Agent Economic Sovereignty Protocol (AESP), a layered protocol…

Cryptography and Security · Computer Science 2026-03-03 Jian Sheng Wang

By 2028 most cybersecurity actions will be autonomous, with humans teleoperating. We present the first classification of autonomy levels in cybersecurity and introduce Cybersecurity AI (CAI), an open-source framework that democratizes…

Real-time AI services increasingly operate across the device-edge-cloud continuum, where autonomous AI agents generate latency-sensitive workloads, orchestrate multi-stage processing pipelines, and compete for shared resources under policy…

Artificial Intelligence · Computer Science 2026-03-09 Lauri Lovén , Alaa Saleh , Reza Farahani , Ilir Murturi , Miguel Bordallo López , Praveen Kumar Donta , Schahram Dustdar

AI-assisted task delegation is increasingly common, yet human effort in such systems is costly and typically unobserved. Recent work by Bastani and Cachon (2025); Sambasivan et al. (2021) shows that accuracy-based payment schemes suffer…

Machine Learning · Statistics 2026-03-31 Qichuan Yin , Ziwei Su , Shuangning Li

Frontier coding agents solve complex tasks when given complete context but collapse when specifications are incomplete or ambiguous. The bottleneck is not raw capability, but judgment: knowing when to act autonomously and when to ask for…

Human-robot interaction (HRI) has long studied how agents and people coordinate to achieve shared goals. In this work, we formalize and benchmark the non-intrusive assistance as an independent paradigm of HRI, where a robot proactively…

Robotics · Computer Science 2026-05-05 Yuedi Zhang , Shuanghao Bai , Wanqi Zhou , Haoran Zhang , Qi Zhang , Zhirong Luan , Badong Chen

We present a rigorous, human-in-the-loop evaluation framework for assessing the performance of AI agents on the task of Air Traffic Control, grounded in a regulator-certified simulator-based curriculum used for training and testing…

Human-Computer Interaction · Computer Science 2026-01-13 Ben Carvell , Marc Thomas , Andrew Pace , Christopher Dorney , George De Ath , Richard Everson , Nick Pepper , Adam Keane , Samuel Tomlinson , Richard Cannon