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Related papers: Interactive Ant Colony Optimisation (iACO) for Ear…

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The integration of Artificial Intelligence (AI) into Integrated Development Environments (IDEs) is reshaping software development, fundamentally altering how developers interact with their tools. This shift marks the emergence of Human-AI…

Software Engineering · Computer Science 2026-01-16 Agnia Sergeyuk , Ilya Zakharov , Ekaterina Koshchenko , Maliheh Izadi

Gradual pattern extraction is a field in (KDD) Knowledge Discovery in Databases that maps correlations between attributes of a data set as gradual dependencies. A gradual dependency may take a form of "the more Attribute K , the less…

Databases · Computer Science 2022-09-01 Dickson Odhiambo Owuor , Thomas Runkler , Anne Laurent , Joseph Orero , Edmond Menya

An ant colony optimization approach for partitioning a set of objects is proposed. In order to minimize the intra-variance, or within sum-of-squares, of the partitioned classes, we construct ant-like solutions by a constructive approach…

Machine Learning · Statistics 2019-12-04 Jeffry Chavarria-Molina , Juan Jose Fallas-Monge , Javier Trejos-Zelaya

FDA has been promoting enrollment practices that could enhance the diversity of clinical trial populations, through broadening eligibility criteria. However, how to broaden eligibility remains a significant challenge. We propose an AI…

Computation and Language · Computer Science 2021-09-08 Xiong Liu , Cheng Shi , Uday Deore , Yingbo Wang , Myah Tran , Iya Khalil , Murthy Devarakonda

In this paper, we build upon previous work on designing informative and efficient Exploratory Landscape Analysis features for characterizing problems' landscapes and show their effectiveness in automatically constructing algorithm selection…

Machine Learning · Statistics 2018-11-30 Pascal Kerschke , Heike Trautmann

Artificial life models, swarm intelligent and evolutionary computation algorithms are usually built on fixed size populations. Some studies indicate however that varying the population size can increase the adaptability of these systems and…

Multiagent Systems · Computer Science 2007-05-23 Carlos Fernandes , Vitorino Ramos , Agostinho C. Rosa

Generative Artificial Intelligence (Generative AI) holds significant promise in reshaping interactive systems design, yet its potential across the four key phases of human-centered design remains underexplored. This article addresses this…

Human-Computer Interaction · Computer Science 2024-11-06 Marie Muehlhaus , Jürgen Steimle

This research conducts a comparative analysis of four Ant Colony Optimization (ACO) variants -- Ant System (AS), Rank-Based Ant System (ASRank), Max-Min Ant System (MMAS), and Ant Colony System (ACS) -- for solving the Traveling Salesman…

Neural and Evolutionary Computing · Computer Science 2024-05-27 Ahmed Mohamed Abdelmoaty , Ibrahim Ihab Ibrahim

Large Language Model(LLM)-based agents have shown strong capabilities in web information seeking, with reinforcement learning (RL) becoming a key optimization paradigm. However, planning remains a bottleneck, as existing methods struggle…

Computation and Language · Computer Science 2026-01-08 Xinmiao Yu , Liwen Zhang , Xiaocheng Feng , Yong Jiang , Bing Qin , Pengjun Xie , Jingren Zhou

Rapid advances in Large Language Models (LLMs) create new opportunities by enabling efficient exploration of broad, complex design spaces. This is particularly valuable in computer architecture, where performance depends on…

Artificial Intelligence · Computer Science 2026-04-29 Alexander Blasberg , Vasilis Kypriotis , Dimitrios Skarlatos

Multi-preference optimization enriches language-model alignment beyond pairwise preferences by contrasting entire sets of helpful and undesired responses, thereby enabling richer training signals for large language models. During self-play…

Machine Learning · Computer Science 2025-06-10 Taneesh Gupta , Rahul Madhavan , Xuchao Zhang , Chetan Bansal , Saravan Rajmohan

Handling heterogeneity and unpredictability are two core problems in pervasive computing. The challenge is to seamlessly integrate devices with varying computational resources in a dynamic environment to form a cohesive system that can…

Protein sequence optimization under tight oracle budgets requires methods that explore vast combinatorial spaces while making each evaluation informative. Existing reinforcement learning and off-policy generative approaches often degrade…

Machine Learning · Computer Science 2026-05-27 Ashima Khanna , Dominik Grimm

Purpose: Adaptive skip modules can improve medical image segmentation, but searching for them is computationally costly. Implantable Adaptive Cells (IACs) are compact NAS modules inserted into U-Net skip connections, reducing the search…

Computer Vision and Pattern Recognition · Computer Science 2026-04-17 Emil Benedykciuk , Marcin Denkowski , Grzegorz M. Wójcik

This paper presents a new swarm intelligence-based approach to deal with the cooperative path planning problem of unmanned aerial vehicles (UAVs), which is essential for the automatic inspection of infrastructure. The approach uses a 3D…

Systems and Control · Electrical Eng. & Systems 2024-02-14 Duy Nam Bui , Thuy Ngan Duong , Manh Duong Phung

Conceptual architecture involves a highly creative exploration of novel ideas, often taken from other disciplines as architects consider radical new forms, materials, textures and colors for buildings. While today's generative AI systems…

Neural and Evolutionary Computing · Computer Science 2024-04-03 Soo Ling Lim , Peter J Bentley , Fuyuki Ishikawa

Computer-aided design for synthetic biology promises to accelerate the rational and robust engineering of biological systems; it requires both detailed and quantitative mathematical and experimental models of the processes to (re)design,…

Robotic exoskeletons can enhance human strength and aid people with physical disabilities. However, designing them to ensure safety and optimal performance presents significant challenges. Developing exoskeletons should incorporate specific…

Robotics · Computer Science 2024-03-26 Baris Akbas , Huseyin Taner Yuksel , Aleyna Soylemez , Mazhar Eid Zyada , Mine Sarac , Fabio Stroppa

This paper is an opinion paper that looks at the future of computing in the age of Generative \& Agentic AI. Current software systems are static and inflexible, leading to significant challenges in translating human goals into computational…

Software Engineering · Computer Science 2024-08-06 Jules White

Automatic Heuristic Design (AHD) has gained traction as a promising solution for solving combinatorial optimization problems (COPs). Large Language Models (LLMs) have emerged and become a promising approach to achieving AHD, but current…

Artificial Intelligence · Computer Science 2025-12-05 Jiawei Xu , Feng-Feng Wei , Wei-Neng Chen
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