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Software startups develop innovative, software-intensive product and services. This context leads to uncertainty regarding the software they are building. Experimentation, a process of testing hypotheses about the product, helps these…

Software Engineering · Computer Science 2022-04-04 Jorge Melegati , Xiaofeng Wang

Context: Software startups are newly created companies with no operating history and fast in producing cutting-edge technologies. These companies develop software under highly uncertain conditions, tackling fast-growing markets under severe…

Software Engineering · Computer Science 2023-07-26 Nicolò Paternoster , Carmine Giardino , Michael Unterkalmsteiner , Tony Gorschek , Pekka Abrahamsson

Software startups have emerged as an interesting multiperspective research area. Inspired by Lean Startup, a startup journey can be viewed as a series of experiments that validate a set of business hypotheses an entrepreneurial team make…

Software Engineering · Computer Science 2018-08-20 Dron Khanna , Anh Nguyen-Duc , Xiaofeng Wang

While there has been a surge of interest in automated scientific discovery (ASD), especially with the emergence of LLMs, it remains challenging for tools to generate hypotheses that are both testable and grounded in the scientific…

Artificial Intelligence · Computer Science 2025-10-02 Rosni Vasu , Peter Jansen , Pao Siangliulue , Cristina Sarasua , Abraham Bernstein , Peter Clark , Bhavana Dalvi Mishra

Over the last 20 years, a very large number of startups have been launched, ranging from mobile application and game providers to enormous corporations that have started as tiny startups. Startups are an important topic for research and…

Software Engineering · Computer Science 2021-08-21 Juhani Risku

The fundamental step in measuring the robustness of a system is the synthesis of the so called Process Map.This is generally based on the user raw data material.Process Maps are of fundamental importance towards the understanding of the…

Artificial Intelligence · Computer Science 2014-03-31 Arti Gupta , Prof. N. T Deotale

Analytics plays a crucial role in the data-informed decision-making processes of modern businesses. Unlike established software companies, software startups are not seen utilizing the potential of analytics even though a startup process…

Software Engineering · Computer Science 2022-04-12 Usman Rafiq

Software visualization helps to comprehend the system by providing a vivid illustration. The developers, as well as the analysts, can have a glance over the total system to understand the basic changes over time from a high-level point of…

Software Engineering · Computer Science 2021-08-16 Fazle Rabbi , Nishat Tasnim Niloy , Nadia Nahar , Md. Nurul Ahad Tawhid

The demand for innovation in product design necessitates a prolific ideation phase. Conversational AI (CAI) systems that use Large Language Models (LLMs) such as GPT (Generative Pre-trained Transformer) have been shown to be fruitful in…

Artificial Intelligence · Computer Science 2025-05-19 B. Sankar , Dibakar Sen

[Background] The MVP concept has influenced the way in which development teams apply Software Engineering practices. However, the overall understanding of this influence of MVPs on SE practices is still poor. [Objective] Our goal is to…

Software Engineering · Computer Science 2023-05-16 Silvio Alonso , Marcos Kalinowski , Bruna Ferreira , Simone D. J. Barbosa , Helio Lopes

It is essential for startups to quickly experiment business ideas by building tangible prototypes and collecting user feedback on them. As prototyping is an inevitable part of learning for early stage software startups, how fast startups…

Software Engineering · Computer Science 2017-12-05 Anh Nguyen Duc , Xiaofeng Wang , Pekka Abrahamsson

Current AI-powered research systems adopt a direct search-then-summarize paradigm that treats hypotheses as end products of scientific discovery. We argue this leaves a critical gap: hypotheses can serve a far more powerful role as…

Artificial Intelligence · Computer Science 2026-05-12 Michael Chin

Context. Software startups face significant challenges in building minimum viable products, particularly in the early stages, when resources are limited and expertise in user experience is scarce. Objective. Introduce StartFlow, a…

Software start-ups are new companies aiming to launch an innovative product to mass markets fast with minimal resources. However, most start-ups fail before realizing their potential. Poor software engineering, among other factors, could be…

Software Engineering · Computer Science 2023-10-02 Eriks Klotins , Michael Unterkalmsteiner , Tony Gorschek

The exponential growth of scientific literature requires effective management and extraction of valuable insights. While existing scientific search engines excel at delivering search results based on relational databases, they often neglect…

Generating novel and creative scientific hypotheses is a cornerstone in achieving Artificial General Intelligence. Large language and reasoning models have the potential to aid in the systematic creation, selection, and validation of…

Computation and Language · Computer Science 2025-04-18 Charles O'Neill , Tirthankar Ghosal , Roberta Răileanu , Mike Walmsley , Thang Bui , Kevin Schawinski , Ioana Ciucă

Software startups face with multiple technical and business challenges, which could make the startup journey longer, or even become a failure. Little is known about entrepreneurial decision making as a direct force to startup development…

Computers and Society · Computer Science 2017-12-05 Anh Nguven Duc , Yngve Dahle , Martin Steinert , Pekka Abrahamsson

Background: Continuous experimentation (CE) has been proposed as a data-driven approach to software product development. Several challenges with this approach have been described in large organisations, but its application in smaller…

Software Engineering · Computer Science 2022-12-13 Vihtori Mäntylä , Bettina Lehtelä , Fabian Fagerholm

This paper presents a creativity support tool, called FreePub, to collect and organize scientific material using mindmaps. Mindmaps are visual, graph-based represenations of concepts, ideas, notes, tasks, etc. They generally take a…

Human-Computer Interaction · Computer Science 2016-11-25 Theodore Dalamagas , Tryfon Farmakakis , Manolis Maragkakis , Artemis Hatzigeorgiou

As language models are increasingly used in scientific workflows, evaluating their ability to propose sets of explanations-not just a single correct answer-becomes critical. Many scientific problems are underdetermined: multiple,…

Computation and Language · Computer Science 2026-03-10 Tingting Chen , Beibei Lin , Zifeng Yuan , Qiran Zou , Hongyu He , Anirudh Goyal , Yew-Soon Ong , Dianbo Liu
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