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Deep ensembles are a powerful tool in machine learning, improving both model performance and uncertainty calibration. While ensembles are typically formed by training and tuning models individually, evidence suggests that jointly tuning the…

机器学习 · 计算机科学 2025-11-10 Laurits Fredsgaard , Mikkel N. Schmidt

Context. Since the eighties, the combination of program analysis techniques has been increasingly recognized as a promising approach to overcome the limitations of standalone methods. While individual techniques, based on either static or…

LLMs are increasingly presented as collaborators in programming, design, writing, and analysis. Yet the practical experience of working with them often falls short of this promise. In many settings, users must diagnose misunderstandings,…

人机交互 · 计算机科学 2026-04-21 Varad Vishwarupe , Marina Jirotka , Nigel Shadbolt , Ivan Flechais

Background. The COVID-19 pandemic triggered a widespread transition to hybrid work models (combinations of co-located and remote work) as software professionals' demanded more flexibility and improved work-life balance. However, hybrid work…

软件工程 · 计算机科学 2023-03-14 Ronnie de Souza Santos , Gianisa Adisaputri , Paul Ralph

This paper introduces a Theory of Troubleshooting that is rooted in cognitive science. This theory helps software developers explain the challenges they face and the project risks that emerge as troubleshooting becomes difficult. We define…

软件工程 · 计算机科学 2026-02-18 Arty Starr , Margaret-Anne Storey

Grounding is the collaborative process of establishing mutual belief sufficient for a communicative goal. While static grounding maps language to a shared context, dynamic grounding requires agents to negotiate meaning across turns. Current…

多智能体系统 · 计算机科学 2026-05-14 Yiheng Yao , Chelsea Zou , Robert D. Hawkins

Young learners are increasingly introduced to programming, and one of the main challenges for educators is to achieve learning success while also creating enthusiasm. As it is particularly difficult to achieve this enthusiasm initially in…

软件工程 · 计算机科学 2023-04-19 Isabella Graßl , Gordon Fraser

This paper explores the pedagogical potential of "teacher pre-prompting" as a means of guiding student collaboration in programming education. In particular, we investigate how brief teacher-initiated questions posed before students engage…

计算机与社会 · 计算机科学 2025-06-26 Johan Petersson

There has been some evidence that agility is connected to the group maturity of software development teams. This study aims at conducting group development psychology training with student teams, participating in a project course at…

软件工程 · 计算机科学 2019-04-05 Lucas Gren , Alfredo Goldman

AI is now embedded in healthcare, finance, policy, and many other domains, yet genuine human-AI synergy - combined performance that exceeds what either party achieves alone - is uncommon. Meta-analyses show that AI assistance tends to…

人机交互 · 计算机科学 2026-05-22 Tommaso Turchi , Ben Wilson , Matt Roach , Alan Dix , Alessio Malizia

Effective communication is a critical factor in successful software engineering collaboration. However, communication gaps remain a persistent challenge, often leading to misunderstandings, inefficiencies, and defects. This research…

Context. Pair programming (PP) has been found to increase student interest in Computer Science, particularly so for women, and would therefore appear to be a way to help remedy their under-representation, which could be partially motivated…

软件工程 · 计算机科学 2021-10-06 Amador Durán , Pablo Fernández , Beatriz Bernárdez , Nathaniel Weinman , Aslı Akalın , Armando Fox

Obtaining knowledge and skill achievement through peer learning can lead to higher academic achievement. However, peer learning implementation is not just about putting students together and hoping for the best. At its worst-designed, peer…

计算机与社会 · 计算机科学 2019-10-29 Seyede Fatemeh Noorani , Mohammad Hossein Manshaei , Mohammad Ali Montazeri , Behnaz Omoomi

Today's pursuit of a single Large Language Model (LMM) for all software engineering tasks is resource-intensive and overlooks the potential benefits of complementarity, where different models contribute unique strengths. However, the degree…

软件工程 · 计算机科学 2025-10-31 Fernando Vallecillos-Ruiz , Max Hort , Leon Moonen

Alignment training has tradeoffs: it helps language models (LMs) gain in reasoning and instruction following but might lose out on skills such as creativity and calibration, where unaligned base models are better at. We aim to make the best…

计算与语言 · 计算机科学 2025-10-14 Shangbin Feng , Wenhao Yu , Yike Wang , Hongming Zhang , Yulia Tsvetkov , Dong Yu

Recent research identified a temporary performance drop on previously learned tasks when transitioning to a new one. This drop is called the stability gap and has great consequences for continual learning: it complicates the direct…

机器学习 · 计算机科学 2024-06-10 Sandesh Kamath , Albin Soutif-Cormerais , Joost van de Weijer , Bogdan Raducanu

Deep structured-prediction energy-based models combine the expressive power of learned representations and the ability of embedding knowledge about the task at hand into the system. A common way to learn parameters of such models consists…

机器学习 · 计算机科学 2019-03-01 Aleksandr Shevchenko , Anton Osokin

Behavioral homogeneity is often critical for the functioning of network systems of interacting entities. In power grids, whose stable operation requires generator frequencies to be synchronized--and thus homogeneous--across the network,…

适应与自组织系统 · 物理学 2024-09-24 Ferenc Molnar , Takashi Nishikawa , Adilson E. Motter

Shared mental models are critical to team success; however, in practice, team members may have misaligned models due to a variety of factors. In safety-critical domains (e.g., aviation, healthcare), lack of shared mental models can lead to…

Background: Programming skills are advantageous to navigate today's society, so it is important to teach them to students. However, failure rates for programming courses are high, and especially students who fall behind early in…

计算机与社会 · 计算机科学 2024-02-06 Belinda Schantong , Dominik Gorgosch , Janet Siegmund