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This article presents an overview of approaches to modeling the human psyche in the context of constructing an artificial one. Based on this overview, a concept of cognitive architecture is proposed, in which the psyche is viewed as the…

Artificial Intelligence · Computer Science 2026-03-24 Anton Kolonin , Vladimir Krykov

Artificial intelligence (AI) research today is largely driven by ever-larger neural network models trained on graphics processing units (GPUs). This paradigm has yielded remarkable progress, but it also risks entrenching a hardware lottery…

Artificial Intelligence · Computer Science 2025-11-17 Bipin Rajendran , Osvaldo Simeone , Bashir M. Al-Hashimi

The vastness of the design space created by the combination of a large number of computational mechanisms, including machine learning, is an obstacle to creating an artificial general intelligence (AGI). Brain-inspired AGI development, in…

Artificial Intelligence · Computer Science 2022-08-16 Hiroshi Yamakawa

To better understand existing LLMs, we may examine the human mental (cognitive/psychological) architecture, and its components and structures. Based on psychological, philosophical, and cognitive science literatures, it is argued that,…

Neurons and Cognition · Quantitative Biology 2024-10-29 Ron Sun

Agentic AI systems - systems that can pursue goals through multi-step planning and tool-mediated action with limited direct supervision - are moving from experimental prototypes to enterprise deployments. This transition introduces tensions…

Computers and Society · Computer Science 2026-05-21 Nelly Dux , Cristina Alaimo , Philippe Roussiere , Abhishek Kumar Mishra

This paper introduces a novel automated system for generating architecture schematic designs aimed at streamlining complex decision-making at the multifamily real estate development project's outset. Leveraging the combined strengths of…

Artificial Intelligence · Computer Science 2024-02-02 Milin Kodnongbua , Lawrence H. Curtis , Adriana Schulz

The advent of IoT is a great opportunity to reinvigorate Computing by focusing on autonomous system design. This certainly raises technology questions but, more importantly, it requires building new foundation that will systematically…

Systems and Control · Computer Science 2018-06-27 Joseph Sifakis

Current AI paradigms, as "architects of experience," face fundamental challenges in explainability and value alignment. This paper introduces "Weight-Calculatism," a novel cognitive architecture grounded in first principles, and…

Artificial Intelligence · Computer Science 2025-12-09 Hu Keyi

This paper presents a comprehensive five-stage evolutionary framework for understanding the development of artificial intelligence, arguing that its trajectory mirrors the historical progression of human cognitive technologies. We posit…

Artificial Intelligence · Computer Science 2025-07-11 Xinmin Fang , Lingfeng Tao , Zhengxiong Li

In this paper we present a brain-inspired cognitive architecture that incorporates sensory processing, classification, contextual prediction, and emotional tagging. The cognitive architecture is implemented as three modular web-servers,…

Neurons and Cognition · Quantitative Biology 2020-05-19 Leendert A Remmelzwaal , Amit K Mishra , George F R Ellis

This research addresses the question, which characteristics a cognitive architecture must have to leverage the benefits of natural language in Co-Constructive Task Learning (CCTL). To provide context, we first discuss Interactive Task…

Robotics · Computer Science 2025-09-03 Manuel Scheibl , Birte Richter , Alissa Müller , Michael Beetz , Britta Wrede

Artificial Intelligence (AI) planning is a flourishing research and development discipline that provides powerful tools for searching a course of action that achieves some user goal. While these planning tools show excellent performance on…

Artificial Intelligence · Computer Science 2021-02-23 Sebastian Graef , Ilche Georgievski

The concept of intelligent software is flawed. The behaviour of software is determined by the hardware that "interprets" it. This undermines claims regarding the behaviour of theorised, software superintelligence. Here we characterise this…

Artificial Intelligence · Computer Science 2024-11-04 Michael Timothy Bennett

Although synthetic data is widely promoted as a remedy, its prevailing production paradigm -- one optimizing for statistical smoothness -- systematically removes the long-tail, cognitively grounded irregularities that characterize human…

Artificial Intelligence · Computer Science 2025-12-10 Zhongjie Jiang

The Common Model of Cognition (CMC) provides an abstract characterization of the structure and processing required by a cognitive architecture for human-like minds. We propose a unified approach to integrating metacognition within the CMC.…

Artificial Intelligence · Computer Science 2025-06-13 John Laird , Christian Lebiere , Paul Rosenbloom , Andrea Stocco

Neuromorphic computing seeks to replicate the remarkable efficiency, flexibility, and adaptability of the human brain in artificial systems. Unlike conventional digital approaches, which suffer from the Von Neumann bottleneck and depend on…

Artificial Intelligence · Computer Science 2025-11-04 Marcel van Gerven

Computing is bottlenecked by data. Large amounts of application data overwhelm storage capability, communication capability, and computation capability of the modern machines we design today. As a result, many key applications' performance,…

Hardware Architecture · Computer Science 2020-08-17 Onur Mutlu

Traditionally, the way one evaluates the performance of an Artificial Intelligence (AI) system is via a comparison to human performance in specific tasks, treating humans as a reference for high-level cognition. However, these comparisons…

Artificial Intelligence · Computer Science 2019-11-25 Camilo M. Signorelli , Xerxes D. Arsiwalla

Replicating and surpassing the autonomy of natural organisms remains a long-standing goal in robotics. Yet most robotic systems have their structure, materials, and control designed separately, in sharp contrast to the co-evolution in…

Robotics · Computer Science 2026-05-14 Qinsong Guo , Liwei Wang

This position paper argues for metacognition as a general design principle for creating more accurate, secure, and efficient AI. The metacognitive solution involves systems monitoring their own states and judiciously allocating resources…

Artificial Intelligence · Computer Science 2026-05-18 Sergei Chuprov , Richard D. Lange , Leon Reznik , Paulo Shakarian , Raman Zatsarenko , Dmitrii Korobeinikov