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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

All software development processes include steps where several alternatives induce a choice, a decision-making. Sometimes, methodologies offer a way to make decisions. However, in a lot of cases, the arguments to carry out the decision are…

Software Engineering · Computer Science 2009-11-10 Elena Kornyshova , Rebecca Deneckere , Camille Salinesi

Hypothesis testing is an important problem with applications in target localization, clinical trials etc. Many active hypothesis testing strategies operate in two phases: an exploration phase and a verification phase. In the exploration…

Machine Learning · Statistics 2018-12-05 Dhruva Kartik , Ashutosh Nayyar , Urbashi Mitra

Concept-based approaches, which aim to identify human-understandable concepts within a model's internal representations, are a promising method for interpreting embeddings from deep neural network models, such as CLIP. While these…

Machine Learning · Computer Science 2025-06-18 Jitian Zhao , Chenghui Li , Frederic Sala , Karl Rohe

Matrix preconditioning is a critical technique to accelerate the solution of linear systems, where performance heavily depends on the selection of preconditioning parameters. Traditional parameter selection approaches often define fixed…

Numerical Analysis · Mathematics 2025-12-30 Hong Wang , Jie Wang , Minghao Ma , Haoran Shao , Haoyang Liu

Software engineering students often struggle to appreciate empirical methods and hypothesis-driven inquiry, especially when taught in theoretical terms. This experience report explores whether grounding empirical learning in hype-driven…

Software Engineering · Computer Science 2026-04-02 Marvin Wyrich , Norman Peitek , Kallistos Weis , Sven Apel

While drug discovery is vital for human health, the process remains inefficient. Medicinal chemists must navigate a vast protein space to identify target proteins that meet three criteria: physical and functional interactions, therapeutic…

LLM reasoning traces suffer from complex flaws -- *Step Internal Flaws* (logical errors, hallucinations, etc.) and *Step-wise Flaws* (overthinking, underthinking), which vary by sample. A natural approach would be to provide ground-truth…

Computation and Language · Computer Science 2026-04-16 Zipeng Ling , Shuliang Liu , Shenghong Fu , Yuehao Tang , Seonil Son , Yao Wan , Xuming Hu

Joint planning through language-based interactions is a key area of human-AI teaming. Planning problems in the open world often involve various aspects of incomplete information and unknowns, e.g., objects involved, human goals/intents --…

Artificial Intelligence · Computer Science 2026-05-05 Zeyu Fang , Mahdi Imani , Tian Lan

Answer Set Programming (ASP) is a powerful logic-based programming language, which is enjoying increasing interest within the scientific community and (very recently) in industry. The evaluation of ASP programs is traditionally carried out…

Programming Languages · Computer Science 2011-10-14 Simona Perri , Francesco Ricca , Marco Sirianni

A key component of mathematical reasoning is the ability to formulate interesting conjectures about a problem domain at hand. In this paper, we give a brief overview of a theory exploration system called QuickSpec, which is able to…

Logic in Computer Science · Computer Science 2021-09-09 Moa Johansson , Nicholas Smallbone

Assessing processes is one of the best ways for an organization to start a software process improvement program. An alternative for organizations seeking for lighter assessments methods is to perform self-assessments, which can be carried…

Software Engineering · Computer Science 2018-12-24 Thaísa C. Lacerda , Christiane Gresse von Wangenheim , Jean C. R. Hauck

Aligning model representations to humans has been found to improve robustness and generalization. However, such methods often focus on standard observational data. Synthetic data is proliferating and powering many advances in machine…

Machine Learning · Computer Science 2023-08-01 Katherine M. Collins , Umang Bhatt , Weiyang Liu , Vihari Piratla , Ilia Sucholutsky , Bradley Love , Adrian Weller

As early as 1949, Weaver defined communication in a very broad sense to include all procedures by which one mind or technical system can influence another, thus establishing the idea of semantic communication. With the recent success of…

Signal Processing · Electrical Eng. & Systems 2026-02-18 Edgar Beck , Hsuan-Yu Lin , Patrick Rückert , Yongping Bao , Bettina von Helversen , Sebastian Fehrler , Kirsten Tracht , Armin Dekorsy

In many software systems, heuristics are used to make decisions - such as cache eviction, task scheduling, and information presentation - that have a significant impact on overall system behavior. While machine learning may outperform these…

Theoretical foundations of compositional reasoning about heaps in imperative programming languages are investigated. We introduce a novel concept of compositional symbolic memory and its relevant properties. We utilize these formal…

Programming Languages · Computer Science 2019-06-27 Yurii Kostyukov , Konstantin Batoev , Dmitry Mordvinov , Michael Kostitsyn , Aleksandr Misonizhnik

The optimization of composition and processing to obtain materials that exhibit desirable characteristics has historically relied on a combination of scientist intuition, trial and error, and luck. We propose a methodology that can…

Machine Learning · Statistics 2017-07-20 Julia Ling , Max Hutchinson , Erin Antono , Sean Paradiso , Bryce Meredig

As the number of fatalities involving Autonomous Vehicles increase, the need for a universal method of communicating between vehicles and other agents on the road has also increased. Over the past decade, numerous proposals of external…

Robotics · Computer Science 2026-04-27 Jose Gonzalez-Belmonte , Jaerock Kwon

The rationale of this work is based on the current user trust discourse of Artificial Intelligence (AI). We aim to produce novel HCI approaches that use trust as a facilitator for the uptake (or appropriation) of current technologies. We…

Human-Computer Interaction · Computer Science 2024-03-13 Sonia Sousa , Jose Cravino , Paulo Martins , David Lamas

Venture capital (VC) investors face a large number of investment opportunities but only invest in few of these, with even fewer ending up successful. Early-stage screening of opportunities is often limited by investor bandwidth, demanding…

Multiagent Systems · Computer Science 2026-03-16 Jae Yoon Bae , Simon Malberg , Joyce Galang , Andre Retterath , Georg Groh