The Power of Tech in Sustainability, Inclusion, & Community: Mind and Matter 2024

Mind and matter public engagement posterThe North Haugh campus was brimming with bubbling experiments, interactive activities, and research displays as St Andrews welcomed in its Mind and Matter Festival 2024 on 27th October 2024.

As a festival dedicated to inspiring creativity and curiosity from the lens of various disciplines, we were thrilled to see three of our very own researchers from the School of Computer Science presenting their latest research and subject passions to the wider community.

Starting off, Dr Kirsty Ross (Industrial Liaison) was exhibiting ‘We Can Edit: St Andrews on WikiCommons’. This was badged as a Cloud Activity (one of the six groups or categories of activities participants could engage with) which was all about transforming the perspective of how we understand ourselves and how we use our knowledge:

Kirsty Ross sitting at the IDEA network desk“What we’re doing today is encouraging folks to sign up to Wiki and then go on a listed building hunt round St Andrews and add photos of those buildings to WikiCommons.”

The project is a part of the Inclusion, Diversity, Equity, and Accessibility (IDEA) Network, and engages with “the increasing interest in Wiki and open knowledge.” Founded in April 2021 (alongside her colleague Dr Abd Alsattar Ardati who she had never actually met face-to-face due to the pandemic), Dr Ross recalls how it all started as a way of “getting people involved, whether that’s research, teaching, or knowledge exchange.” As the Wikimedia project is more than just Wikipedia, containing various sister projects such as Wikidata, Wikimedia Commons, etc, Dr Ross remarked that this project is all about “increasing the impact of our research and making it accessible to everyone” through their active participation.

In line with this collective effort, Dr Ross noted that it’s presence at a festival such as Mind and Matter helps put a “human face” to research that could equally fascinate experts, as well as those who are new to the topic. Most importantly though, it reminds us that “our audience is not just an empty vessel that turn up and you fill them with knowledge, and that’s our job done. They come with their own interests, background, and passion, and it’s about finding the hook that works for each person that you talk to.”  A wonderful reminder that innovative research engagement begins from something as simple as the conversations being held around us.

Dr. Dharini Balasubramaniam standing beside their posterOn a similar note, Dr. Dharini Balasubramaniam (Senior Lecturer) displayed her Cloud Activity ‘Once upon a time there was the web’ poster which shared research insights into intergenerational approaches for making digital services more inclusive.

When we started looking,” Dr. Balasubramaniam commented, “we very quickly realized, it’s not something that computer scientists can solve by themselves. We must work with all the stakeholders who are involved, including the older adults who are disadvantaged by the proliferation of the technologies, as well as the people who support them.” This includes collaborating with local groups and organisations here at St Andrews such as St Andrews Public Library, Haydays Fife, North East Fife Community Hub, and more. It also entails contributing time to festivals like Mind and Matter because co-creating solutions (participatory design) hugely revolves around talking to people as “not everyone will have the same attitude, abilities, or reactions to digital technology. Therefore, we cannot make any assumptions about how accessible something is to a particular person without actually talking to them.”

The project arose from Dr. Balasubramaniam’s interest in representing digital ethics within software architectures, which extends to broader thinking about the social and cultural effect of our technological systems. It then led to important conversations being had between herself, her family, and older people within the town of St Andrews about where they had felt left behind, demonstrating that “a lot of work needed to be done for it.” A crucial part of this work involves increasing software literacy. In other words, “making people aware of how digital technologies work and the impact of the choices they might make.”  It also includes “making service providers aware of the particular challenges that marginalized groups might face in access. What if you are an older person and you have physical or cognitive impairments? What if you are part of a minority group in some way? If you have a certain disability, or if you have moved here from another part of the world and the language used isn’t necessarily accessible to you?”

Dr. Balasubramaniam remarked that presenting this research to the public is both exciting and humbling: “It reminds me of the big picture and why we are doing this, and what’s been really inspiring is how keen people are to engage with researchers and to contribute. That’s the most amazing thing.”

Turning to a Tree Activity, panels dedicated to connecting us with the natural world and sustainable futures, Dr. Alan Miller (Lecturer) exhibited ‘Virtual Reality for Sustainable Development’ which allowed participants to interactively contemplate sustainability, cultural preservation, and the effects of climate change.

two people standing beside a poster

“At this festival we are showing work concerned with two things — representations of the past and future. One is making digital reconstructions of the world heritage site, St Kilda, as it was in 1819. Another is raising awareness about the effects of climate change through the representation of Paradise Bay in Antarctica by showing the situation today and how it’s likely to change as a result of climate change, as well as demonstrating the potential future of Glasgow based upon James Rae’s work that shows a ten meter rise in sea-level which is consistent with the levels of carbon that we have in the atmosphere at the moment.”

Dr. Miller explained that it was the efforts of many being shown at Mind and Matter, including PhD work being conducted by Maria Andrei (virtual reality and climate change) and Sharon Pisani (sustainable development through digital tourism and heritage), as well as his own interests in applying 3D technologies to experiences of the past and future in order to promote the United Nations 2023 Agenda for Sustainable Development. The project is based on the idea of experiential learning being a deep form of education that can help overcome “psychological distance, whereby people maybe don’t appreciate statistics and numbers of what the impact of climate change will be” and therefore if they can “experience what it might be like, it could make it easier to achieve the sort of behavioural changes we need in order to holt climate change.”

2 computer screens showing the work of the researchers

While climate crisis and sustainability are large scale issues that can often feel out of our reach, engaging with it within our local community can hugely enable researchers and participants alike to consider its significance. Dr. Miller best described it as applying “practice-led research, whereby we try to develop initiatives in the community and understand its impact,” which when presented to local and non-local audiences at a festival, open a feedback loop of communication on what works and what does not.

“I suppose the most exciting part is you put together your research but then it’s when people come along and interact with it, and maybe it changes the way they think about the world or the way in which they carry themselves within it. It’s nice to know that the research we do has some impact on people’s lives.” 

There are coherent themes of inclusivity, accessibility, and community being explored within the Department of Computer Science demonstrating how tech and data can be used for good. What is most appealing is that the research exhibited at the Mind and Matter Festival are actively increasing their scope throughout the university and St Andrews.

Dr. Kirsty Ross commented on the IDEA Network wanting to scale their work through a ESPRC (Engineering & Physical Sciences Research Council) grant; Dr. Dharini Balasubramaniam mentioned the project being in the process of setting up a monthly digital support session in local community spaces, as well as volunteer opportunities readily available; and Dr. Alan Miller is a part of the Open Virtual Worlds Group which hosts various workshops, collaborations, and projects that allow those interested in immersive technology for the preservation and promotion of heritage to get involved.

It is thrilling to see where computer science is taking us! What remains now is to anticipate what innovative initiatives will be fore fronted at next year’s festival and throughout the school over the next academic year.

By Nina Globerson, Science Communicator for the School of Computer Science

PGR Seminar with Ariane Hine

The PGR seminars for this academic year are beginning this Friday 8th November at 2PM in JC 1.33A/B

Below is a title and Abstract for Ariane’s talk – Please do come along if you are able.

Title: Enhancing and Personalising Endometriosis Care with Causal Machine Learning

Abstract: Endometriosis poses significant challenges in diagnosis and management due to the wide range of varied symptoms and systemic implications. Integrating machine learning into healthcare screening processes can significantly enhance and optimise resource allocation and diagnostic efficiency, and facilitate more tailored and personalised treatment plans. This talk will discuss the potential of leveraging patient-reported symptom data through causal machine learning to advance endometriosis care and reduce the lengthy diagnostic delays associated with this condition.

The goal is to propose a novel personalised non-invasive diagnostic approach that understands the underlying causes of patient symptoms and combines health records and other factors to enhance prediction accuracy, providing an approach that can be utilised globally.

Fudge donuts will be available! 🍩

Fully funded PhD scholarship in software ethics

Supporting ethical deliberation in the software lifecycle

 

Lead supervisor: Dr Dharini Balasubramaniam

Application deadline: 1 March 2025

Project description:

Software ethics covers a broad spectrum of concerns including accountability, fairness, privacy and data protection, transparency, safety, security, accessibility, digital inclusion and sustainability. Much of the current dialogue on software ethics relates to the development, deployment and use of AI-based solutions, although there are ethical concerns related to most, if not all, software application domains. The pervasive nature of software, its critical importance to the functioning of many sectors, and the opaque nature of software-supported decision making in some domains all make it vital that ethical issues are explicitly considered throughout the software lifecycle.

There is generic ethics guidance, such as the ACM / IEEE Software Engineering Code of Ethics and sets of ethical principles specifically aimed at domains such as AI, available to software engineers. Generic and specific concepts such as value-based software development and responsible AI have been proposed to encourage ethical software development. However, there is still a lack of processes, notations, tools and training available to software professionals to support systematic ethical deliberation and ethics-driven development in practice.
This project will explore and attempt to address this gap. The student will design and develop ways to explicitly capture ethical requirements, risks and mitigations as first-class concepts in software artefacts. They will implement tools that work with these specifications to analyse the compliance of software artefacts with ethical requirements, and highlight potential violations and consequences. Interviews with software professionals and service providers may be used to inform and evaluate the efficacy and viability of outcomes. Open-source projects in chosen application domains may also be used for case study-based evaluation.

Topics of interest:

Specific topics of interest include, but are not limited to:

  • A framework of ethical concerns that apply to software,
  • Notations to represent ethical requirements, risks and mitigations as first-class concepts in software design and implementation,
  • Tool support for the representation and analysis of ethical concerns in software artefacts,
  • Process and tool support for considering specific aspects of software ethics, such as bias avoidance, transparency, sustainability or accessibility, and
  • Integration of ethical training and deliberation within project and product management environments.

The scholarship:

We have one fully-funded scholarship available, starting in September 2025. The scholarship covers all tuition fees irrespective of country of origin and includes a stipend valued at £19,705 per annum. More details of the scholarship can be found here: https://blogs.cs.st-andrews.ac.uk/csblog/2024/10/24/phd-studentships-available-for-2025-entry/, but please note the different application deadline.

Eligibility criteria:

We are looking for highly motivated research students keen to be part of a diverse and supportive research community. Applicants must hold a good Bachelor’s or Master’s degree in Computer Science, or a related area appropriate for the topic of this PhD.

International applications are welcome. We especially encourage female applicants and underrepresented minorities to apply. The School of Computer Science was awarded the Athena SWAN Silver award for its sustained progression in advancing equality and representation, and we welcome applications from those suitably qualified from all genders, all races, ethnicities and nationalities, LGBT+, all or no religion, all social class backgrounds, and all family structures to apply for our postgraduate research programmes.

To apply:

Interested applicants can contact Dharini Balasubramaniam with an outline proposal. Full instructions for the formal application process can be found at https://www.st-andrews.ac.uk/computer-science/prospective/pgr/how-to-apply/.

The deadline for applications is 1 March 2025.

Fully funded PhD Scholarship in Hardware Simulation at Scale

 

As the Internet ofThings (IoT) expands, the number of connected devices is expected to reach close to 30 billion by 2030. These devices range from simple sensors to complex embedded systems, each with unique characteristics and communication protocols. Simulating such a vast and diverse array of devices presents a significant challenge in terms of scalability, accuracy, and efficiency. This PhD project aims to develop a comprehensive framework for simulating many (1000s, 10,000s, 1,000,000s) heterogeneous IoT devices, at (hopefully) close to real-time speeds. The project will focus on designing a specialised languages for describing hardware and simulations, creating an efficient simulation environment, and exploring hardware acceleration techniques to achieve high performance and scalability.

Previous research in this area has primarily focused on simulating individual devices, smaller networks, or using simplified models that do not fully capture the intricacies of real-world IoT systems. This project seeks to address these limitations by developing a scalable simulation framework that can accurately model the behaviour of billions of heterogeneous devices, advancing the state-of-the-art in simulation languages, distributed computing, and hardware acceleration.

The project will be structured around three core research ideas:

  • Simulation Languages for Heterogeneous Embedded Devices: The first research objective is to explore the creation of a specialised language for describing the behaviour and interactions of heterogeneous IoT devices. This language will need to be expressive enough to capture the wide range of device architectures and communication protocols found in IoT systems. The language will also support modularity and extensibility, allowing users to easily incorporate new device types and behaviours into the simulation.
  • Development of a Scalable Simulation Environment: The second research objective is to create a simulation environment that can efficiently emulate IoT devices at scale, across multiple simulation servers. This environment will be designed to support distributed computing, allowing for parallel execution of simulated devices across a large number of servers. The project will explore various techniques for load balancing, synchronisation, and communication between servers to ensure that the simulation remains efficient and accurate as the scale increases.
  • Hardware Acceleration for Large-Scale Simulations: The third research objective is to investigate the use of hardware acceleration techniques, such as Field Programmable Gate Arrays (FPGAs) and Graphics Processing Units (GPUs), to improve the performance of large-scale IoT simulations. This aspect of the project will focus on identifying the components of the simulation that can be offloaded to specialised hardware, and developing algorithms and architectures that leverage this hardware to achieve significant performance gains.

Topics of Interest

  • Heterogeneous Systems Modelling: Techniques for accurately modelling the diverse architectures and communication protocols of IoT devices.
  • Distributed Simulation: Methods for efficiently distributing simulations across multiple servers, including load balancing, synchronisation, and inter-server communication.
  • Simulation Languages: Design and implementation of specialised languages for describing complex IoT devices and networks.
  • Hardware Acceleration: Exploration of FPGA, GPU, and other hardware acceleration technologies to enhance the performance of large-scale simulations.
  • Scalability and Performance Optimisation: Strategies for ensuring that the simulation framework can handle the increasing complexity and scale of IoT networks.
  • Validation and Verification: Techniques for validating and verifying the accuracy and reliability of large-scale IoT simulations.

The Scholarship

We have one fully-funded scholarship available, starting in September 2025, which will be awarded to competitively to the best applicant. The scholarship covers all tuition fees (irrespective of country of origin) and comes with a stipend valued at £19,705 per annum. More details can be found here: https://blogs.cs.st-andrews.ac.uk/csblog/2024/10/24/phd-studentships-available-for-2025-entry/

International applications are welcome. We especially encourage female applicants and underrepresented minorities to apply. The School of Computer Science was awarded the Athena SWAN Silver award for its sustained progression in advancing equality and representation, and we welcome applications from those suitably qualified from all genders, all races, ethnicities and nationalities, LGBT+, all or no religion, all social class backgrounds, and all family structures to apply for our postgraduate research programmes.

To Apply

Informal enquiries can be directed to Tom Spink. Full instructions for formal applications can be found at https://www.st-andrews.ac.uk/computer-science/prospective/pgr/how-to-apply/

The deadline for applications is 1 March 2025.

Fully-funded PhD scholarship in parallel programming and dependent-types

The school of Computer Science at the University of St Andrews has a fully-funded scholarship available working in the Programming Languages Research Group with Dr Christopher Brown. Applications must be received by 1 March 2025.

Background

Algorithmic skeletons provide a convenient and high-level approach to writing efficient parallel software by leveraging common patterns of parallel behaviours. A skeleton library presents the programmer with a library of high-level parallel interfaces, abstracting away the low-level complexities of manually handling concurrency primitives, e.g. locking, synchronisation and thread creation. Skeletons give an excellent compromise between ease of programming and the ability to generate highly efficient parallel software. A wide range of skeletons have been developed for several different languages, including Fastflow, TBB, PPL and OpenMP. However, despite the proliferation of skeleton libraries, there is little support for an increasingly popular class of programming languages equipped with dependent types.

 

Dependently-typed programming languages address the problem of program safety by ensuring that code conforms to its specification. This is achieved by permitting types to depend on values, thereby allowing programmers to express logical properties, and proof, as intrinsic parts of their programs. This conformance is checked at compile-time. This interest in dependent-types has resulted in a number of functional languages such as pi-forall, Agda, Idris and Coq. However, despite these developments in types, these dependently-typed languages still lack a parallel implementation, making development of safe parallel programs impossible.

 

This project will explore approaches to designing and implementing a dependently-typed parallel programming language. These approaches will consider the technical challenges, but also balancing those with the high-level usability that skeletons bring and the performance expectations of a performant system. As part of this exploration, use-cases will also need to be developed, and the scientific evaluation of the performance of the system will need to be carried out.

Topics of Interest

This project is largely exploratory in nature, and may take several different approaches and directions, including (but not limited to):

  • Extending an existing dependently-typed language, such as Idris, with new concurrency primitives.
  • Designing and implementing an efficient parallel runtime system as a backend to the language.
  • Building on top of these primitives to provide dependently-typed concurrency behaviours, such as synchronisation points, channel behaviours, etc.
  • To design and implement a set of dependently-typed algorithmic skeletons such as farms and pipelines.
  • To explore and identify new skeletons that arise from writing dependently-typed programs.
  • To use dependent-types to encode safety and soundness properties and reason about these properties in a formal way.

The Scholarship

We have one fully-funded scholarship available, starting in September 2025, which will be awarded to competitively to the best applicant. The scholarship covers all tuition fees (irrespective of country of origin) and comes with a stipend valued at £19,705 per annum. More details can be found here: https://blogs.cs.st-andrews.ac.uk/csblog/2024/10/24/phd-studentships-available-for-2025-entry/

International applications are welcome. We especially encourage female applicants and underrepresented minorities to apply. The School of Computer Science was awarded the Athena SWAN Silver award for its sustained progression in advancing equality and representation, and we welcome applications from those suitably qualified from all genders, all races, ethnicities and nationalities, LGBT+, all or no religion, all social class backgrounds, and all family structures to apply for our postgraduate research programmes.

To Apply

Informal enquiries can be directed to Chris. Full instructions for formal applications can be found at https://www.st-andrews.ac.uk/computer-science/prospective/pgr/how-to-apply/

The deadline for applications is 1 March 2025.

 

PhD studentships available for 2025 entry

The School of Computer Science at the University of St Andrews is offering a number of PhD scholarships for 3.5 years of study in our doctoral research programme. UK, EU and International students are all eligible for fully-funded scholarships consisting of tuition and a stipend. These awards are part-funded through the University of St Andrews’ ‘handsel’ scheme for tuition waivers.

The School of Computer Science is a centre of excellence for computer science teaching and research, with staff and students from Scotland and all parts of the world. It is a member of the Scottish Informatics and Computer Science Alliance (SICSA).

Value of Award

  • Tuition scholarships cover PhD fees irrespective of country of origin.
  • Stipends are valued at £19,795 per annum (or the standard UKRI stipend, if it is higher).

Eligibility Criteria

We are looking for highly motivated research students willing to be part of a diverse and supportive research community. Applicants must hold a good Bachelor’s or Master’s degree in Computer Science, or a related area appropriate for their proposed topic of study.

International applications are welcome. We especially encourage female applicants and underrepresented minorities to apply. The School of Computer Science was awarded the Athena SWAN Silver award for its sustained progression in advancing equality and representation, and we welcome applications from those suitably qualified from all genders, all races, ethnicities and nationalities, LGBT+, all or no religion, all social class backgrounds, and all family structures to apply for our postgraduate research programmes.

Application Deadline

All applications received before 1st February 2025 will be considered for these scholarships.

How to Apply

Any PhD application received by the deadline will be automatically considered for these scholarships. There is no need for a separate application.

The School’s main research themes are Artificial Intelligence, Health Informatics, Human-Computer Interaction, Programming Languages, and Systems. You can find further details at https://www.st-andrews.ac.uk/computer-science/research/themes/. In addition, we have cross-cutting research groups in Complex and Adaptive Systems, Computer Vision, Constraints, Data Science, MedTech, Research Software, and Responsible Computing. Applicants with interests in any of these areas are encouraged to develop a relevant research proposal and apply.

The best way to obtain a place and a scholarship is to make a robust PhD application. You are strongly encouraged to read the application guidance written on our webpages. Note that this guidance asks you to approach supervisors before formal submission to discuss your project ideas with them. Historically, applications with no named supervisor have been much less likely to result in an offer. We provide a list of existing faculty, areas of research and some potential project ideas. All supervisors listed on this page may be contacted directly to discuss possible projects. You can define your own project or discuss a project currently on offer.

Full application instructions can be found at https://www.st-andrews.ac.uk/computer-science/prospective/pgr/how-to-apply/. Enquiries and questions may be directed to pg-admin-cs@st-andrews.ac.uk.

AI Seminar Friday 18th October – Leonardo Bezerra

The School is hosting an AI seminar on Friday 18th October at 11.30am in JCB1.33A!

Our speaker is Leonardo Bezerra from the University of Stirling.

FAIRTECH by design: assessing and addressing the social impacts of artificial intelligence systems

In a decade, social media and big data have transformed society and enabled groundbreaking artificial intelligence (AI) technologies like deep learning and generative AI. Applications like ChatGPT have impacted the world and outpaced regulatory agencies, who were rushed from a data-centred to an AI-centred concern. Recent developments from both the United Kingdom (UK) and the United States (US) originated in the executive branch, and the most advanced Western binding legislation is the European Union (EU) AI Act, expected to be implemented over the next three years. In the meantime, the United Nations (UN) have proposed an AI advisory body similar to the International Panel on Climate Change (IPCC), and countries from the Global South like Brazil are following Western proposals. In turn, AI companies have been proactive in the regulation debate, aiming at a scenario of improved accountability and reduced liability. In this talk, we will briefly overview efforts and challenges regarding AI regulation and how major AI players are addressing it. The goal of the talk is to stir future project collaborations from a multidisciplinary perspective, to promote a culture where the development and adoption of AI systems is fair, accountable, inclusive, responsible, transparent, ethical, carbon-efficient, and human-centred (FAIRTECH) by design.

Speaker bio: Leonardo Bezerra joined the University of Stirling as a Lecturer in Artificial Intelligence (AI)/Data Science in 2023, after having been a Lecturer in Brazil for the past 7 years. He received his Ph.D. degree from Université Libre de Bruxelles (Belgium) in 2016, having defended a thesis on the automated design of multi-objective evolutionary algorithms. His research experience spans from applied data science projects with public and private institutions to supervising theses on automated and deep machine learning. Recently, his research has concentrated on the social impact of AI applications, integrating the Participatory Harm Auditing Workbenches and Methodologies project funded by Responsible AI UK.

2024-2025 CS-EDI Poster Competition

The school EDI committee would like to run an EDI-themed poster competition during the academic year 2024-2025. The goal is to enhance EDI awareness and foster conversations around EDI topics. Posters aim to voice what really matters to you, and a means to celebrate the value of our diverse background and experiences. The selected posters will be displayed on the school walls and screens.

We welcome entries from all students in Computer Science. Participants can be teams or individuals. Prizes will be awarded to the winning teams. If you want to register interest to the competition or you have any questions, please contact edi-cs@st-andrews.ac.uk. More details can be found https://tinyurl.com/yx63a6sa. The deadline for expressing interest is 11 Oct 2024. We are looking forward to hearing from you.

Constraint Programming research group at the CP2024 conference

The 30th International Conference on Principles and Practice of Constraint Programming (CP2024) was held in Girona, Catalonia during the first week of September. The CP conference series are the main event for researchers in constraint programming to get together, share latest developments and for networking. 

Our School contributed to the conference in large numbers this year. 

  • Ian Gent was the invited speaker on the conference’s first day, with his talk entitled “Solving Patience and Solitaire Games with Good Old Fashioned AI” (abstract) (video recording).  
  • Christopher Stone was invited to the discussion panel ‘Have Chatbots Reached the Holy Grail?’ at the same workshop and presented the paper: Ian Miguel, András Z. Salamon, Christopher Stone, Automating Reformulation of Essence Specifications via Graph Rewriting (paper) 
  • Özgür Akgün was the Diversity, Equity and Inclusion chair of the conference and presented the DEI initiatives to all the attendees (video recording).
  • We presented several papers at ModRef 2024, the 23rd workshop on Constraint Modelling and Reformulation: 
  • Csobán Balogh, Ruth Hoffmann and Joan Espasa, Towards Understanding Differences Between Modelling Pipelines: a Modelers Perspective (paper) (slides) 
  • Joan Espasa Arxer, Ian Gent, Ian Miguel, Peter Nightingale, András Z. Salamon and Mateu Villaret, Cross-Paradigm Modelling: A Case Study of Puzznic (paper) 
  • Carla Davesa Sureda, Joan Espasa Arxer, Ian Miguel and Mateu Villaret Auselle, Towards High-Level Modelling in Automated Planning (paper)
  • Nguyen Dang, Ian Gent, Peter Nightingale, Felix Ulrich-Oltean and Jack Waller, Constraint Models for Relaxed Klondike Variants (paper) (slides)
    • Jack Waller (who is an undergraduate student at St Andrews!) presented this work.
  • Alessio Pellegrino, Özgür Akgün, Nguyen Dang, Zeynep Kiziltan and Ian Miguel, Automatic Feature Learning for Essence: a Case Study on Car Sequencing (paper) (slides) 
    • Alessio Pellegrino (who is a visiting student from University of Bologna) presented this work.
  • Orhan Yigit Yazicilar, Özgür Akgün and Ian Miguel, Automated Nogood-Filtered Fine-Grained Streamlining: A Case Study on Covering Arrays (paper) 
  • Our PhD students Orhan Yigit Yazicilar, Erdem Kus, Carla Devesa Sureda, and Joseph Loughney attended the doctoral program. As part of the doctoral program they presented their work by giving a talk and presenting a poster. In addition, they were assigned a mentor during the conference. 
  • Visiting research student (from University of Bologna) Alessio Pellegrino gave his first talk at the ModRef 2024 workshop. 
  • PhD student Erdem Kus presented the following paper in the technical track of the main conference: 
  • Erdem Kuş, Özgür Akgün, Nguyen Dang, and Ian Miguel, Frugal Algorithm Selection (slides) (video recording)

Finally, here is a group photo of the St Andrews group, standing at the front steps of the beautiful conference venue in Girona.