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Goals express agents' intentions and allow them to organize their behavior based on low-dimensional abstractions of high-dimensional world states. How can agents develop such goals autonomously? This paper proposes a detailed conceptual and…

机器学习 · 计算机科学 2014-10-22 Matthias Rolf , Minoru Asada

United Nations set Sustainable Development Goals and this paper focuses on 7th (Affordable and Clean Energy), 9th (Industries, Innovation and Infrastructure), and 13th (Climate Action) goals. Climate change is a major concern in our…

人工智能 · 计算机科学 2024-08-01 Alberto Pasqualetto , Lorenzo Serafini , Michele Sprocatti

One difficulty in using artificial agents for human-assistive applications lies in the challenge of accurately assisting with a person's goal(s). Existing methods tend to rely on inferring the human's goal, which is challenging when there…

人工智能 · 计算机科学 2021-01-11 Yuqing Du , Stas Tiomkin , Emre Kiciman , Daniel Polani , Pieter Abbeel , Anca Dragan

The present article introduces a reference framework for discussing resilience of computational systems. Rather than a property that may or may not be exhibited by a system, resilience is interpreted here as the emerging result of a dynamic…

系统与控制 · 计算机科学 2015-04-13 Vincenzo De Florio

The increasing deployment of end use power resources in distribution systems created active distribution systems. Uncontrolled active distribution systems exhibit wide variations of voltage and loading throughout the day as some of these…

系统与控制 · 电气工程与系统科学 2022-08-01 Matthew Lau , Kayla Thames , Sakis Meliopoulos

As artificial agents display increasingly sophisticated emotion-like behaviors, frameworks for assessing whether such systems risk instantiating consciousness remain limited. This contribution asks whether synthetic emotion-like control can…

人工智能 · 计算机科学 2026-03-05 Hermann Borotschnig

As sixth-generation (6G) wireless networks evolve toward increasingly heterogeneous scenarios, tasks, and service requirements, conventional artificial intelligence (AI) models remain limited in task-aware decision-making and autonomous…

信号处理 · 电气工程与系统科学 2026-05-19 Mingyue Li , Li Yu , Yuxiang Zhang , Heng Wang , Jianhua Zhang , Ping Zhang , Guangyi Liu

We present a mathematical framework for quantifying energy efficiency in intelligent systems by linking energy consumption to information-processing capacity. We introduce a watts-per-intelligence metric that integrates algorithmic…

信息论 · 计算机科学 2025-06-17 Elija Perrier

This position paper argues that AI agents should be regulated by the extent to which they operate autonomously. AI agents with long-term planning and strategic capabilities can pose significant risks of human extinction and irreversible…

计算机与社会 · 计算机科学 2025-05-27 Takayuki Osogami

Decision-theoretic planning with risk-sensitive planning objectives is important for building autonomous agents or decision-support systems for real-world applications. However, this line of research has been largely ignored in the…

人工智能 · 计算机科学 2012-07-09 Yaxin Liu , Sven Koenig

We investigate the application of active inference in developing energy-efficient control agents for manufacturing systems. Active inference, rooted in neuroscience, provides a unified probabilistic framework integrating perception,…

机器学习 · 计算机科学 2025-05-28 Yavar Taheri Yeganeh , Mohsen Jafari , Andrea Matta

Tactical decision making is a critical feature for advanced driving systems, that incorporates several challenges such as complexity of the uncertain environment and reliability of the autonomous system. In this work, we develop a…

机器人学 · 计算机科学 2019-06-21 Majid Moghadam , Gabriel Hugh Elkaim

Modern power grids are experiencing grand challenges caused by the stochastic and dynamic nature of growing renewable energy and demand response. Traditional theoretical assumptions and operational rules may be violated, which are difficult…

系统与控制 · 计算机科学 2019-04-25 Ruisheng Diao , Zhiwei Wang , Di Shi , Qianyun Chang , Jiajun Duan , Xiaohu Zhang

Organisms adapt to volatile environments by integrating sensory information with internal memory, yet their information processing is constrained by resource limitations. Such limitations can fundamentally alter optimal estimation…

生物物理 · 物理学 2025-11-14 Takehiro Tottori , Tetsuya J. Kobayashi

One of the main problems of modern cognitive architectures is an excessively schematic approach to modeling the processes of cognitive activity. It does not allow the creation of a universal architecture that would be capable of reproducing…

人工智能 · 计算机科学 2022-07-05 Alexander Serov

Awareness and self-awareness are two different notions related to knowing the environment and itself. In a general context, the mechanism of self-awareness belongs to a class of co-called "self-issues" (self-* or self-star):…

机器人学 · 计算机科学 2011-11-23 Serge Kernbach

One of the remarkable feats of intelligent life is that it restructures the world it lives in for its own benefit. This extended abstract outlines how the information-theoretic principle of empowerment, as an intrinsic motivation, can be…

适应与自组织系统 · 物理学 2013-10-15 Christoph Salge , Daniel Polani

A perfectly rational decision-maker chooses the best action with the highest utility gain from a set of possible actions. The optimality principles that describe such decision processes do not take into account the computational costs of…

人工智能 · 计算机科学 2013-12-25 Jordi Grau-Moya , Daniel A. Braun

Autonomous agents can adapt their behaviour to changing environments, but remain bound to requirements, goals, and capabilities fixed at design time, preventing genuine software evolution. This paper introduces self-evolving software…

软件工程 · 计算机科学 2026-05-01 Marco Robol , Paolo Giorgini

Reliable prediction of system status is a highly demanded functionality of smart energy systems, which can enable users or human operators to react quickly to potential future system changes. By adopting the multi-timescale nexting method,…

系统与控制 · 计算机科学 2016-07-19 Johannes Feldmaier , Dominik Meyer , Hao Shen , Klaus Diepold