Digital Commons Network^™

Robust Graph Learning On The Web: Challenges, Methods, And Applications, Ao Xiang, Yang Liu, Guansong Pang, Yuanhao Ding, Hezhe Qiao, Dawei Cheng, Qing He

Research Collection School Of Computing and Information Systems

Graph learning is transforming web intelligence, powering applications from recommender systems to anomaly detection. However, most existing approaches implicitly assume ideal conditions where training and testing data are accurate, complete, and free from manipulation. In reality, web environments rarely exhibit such stability. Dynamic user behavior, incomplete or outdated content, adversarial interference, and sudden distribution shifts can all erode the reliability of even state-of-the-art models, leading to biased or unsafe outcomes. This tutorial provides a comprehensive survey of emerging strategies for robust graph learning on the web. We first present a structured taxonomy of the principal robustness threats specific to web …

Divide-And-Conquer: Generating Ui Code From Screenshots, Yuxuan Wan, Chaozheng Wang, Yi Dong, Wenxuan Wang, Shuqing Li, Yintong Huo, Michael R. Lyu

Research Collection School Of Computing and Information Systems

Websites are critical in today’s digital world, with over 1.11 billion currently active and approximately 252,000 new sites launched daily. Converting website layout design into functional UI code is a time-consuming yet indispensable step of website development. Manual methods of converting visual designs into functional code present significant challenges, especially for non-experts. To explore automatic design-to-code solutions, we first conduct a motivating study on GPT-4o and identify three types of issues in generating UI code: element omission, element distortion, and element misarrangement. We further reveal that a focus on smaller visual segments can help multimodal large language models (MLLMs) mitigate …

The Power And Peril Of Awe In Leadership: Transforming Follower Identity And Behavior, Jack Mcguire, Daniel Mcallister, Jochen Menges, David De Cremer

Research Collection Lee Kong Chian School Of Business

Awe is a profound emotion that has captured significant attention within psychological research. While the potential for leaders to inspire awe in followers has received some recognition, systematic research on the nature and effects of awe in leadership—and within organizational contexts more broadly—remains limited. In this article, we offer a conceptual framework that explains the multifaceted and transformative nature of leadership through the power of awe. Specifically, we identify four leader behaviors—charismatic leadership tactics, exceptional performance, problem reframing, and self-sacrificial behavior—that elicit awe among followers. We further propose three variants of awe-inspiring leaders, describing how variation in a leader’s self-construal …

Closing Keynote: Publishing In 2026: How We Got Into Such Trouble And How We Get Out Of It, Virginia (Ginny) Barbour

FORCE 2026

It would be hard to find anyone who is currently involved in scholarly publishing who think it works well for them, or who think that the system is underpinned by the values they care about. And all of this is at a time when trust in what is published has never been more important.

We are at a time when what we do now will shape the future of scholarly publishing, and the choices we make will shape how open, trustworthy and reproducible that future system is. These choices provide both opportunities and challenges for everyone involved in the system …

How Systems Use The Research Organization Registry (Ror) For Research Integrity, Maria Gould, Adam Buttrick

FORCE 2026

As scholarly publishers strive to ensure the integrity of the scholarly record, verified author affiliations have become a key metric to assist with assessment of manuscript submissions. For instance, a recent article in Nature used author affiliations to identify problematic research practices at particular institutions, and a recent STM report on Trusted Identity in Academic Publishing points out that a verified author affiliation valuable as it links an individual to an organisation, providing a route for accountability where there would otherwise be none.

Knowing that there is a confirmed link between an author and a reputable research organization is a …

Connected, Traceable And Trusted Identifier In China, Jia Liu, Xiaolei Xia, Lijuan Wang, Shu Wang, Yuanchun Zhou

FORCE 2026

Persistent Identifiers (PIDs) has been recognized as a critical infrastructure for the Open Science. The Chinese National Standard GB/T 32843-2016, Science and Technology Resource Identification was launched in 2016 which specifies the numbering schema of the Science and Technology Resource Identification(CSTR). The standard systematically defines the identification objects, encoding rules, and applications for science and technology resources, establishing a robust technical foundation and operational guidelines for their complete lifecycle management. CSTR Identification Platform（https://www.cstr.cn/en） based on the Standard, providing unique identification service for global science data, papers, patents and other science and technology resources.
Connected
CSTR platform services cover …

Promoting Crisis-Ready Data Policies In Science Publishing: Implementing Unesco’S Open Science Guidance For Resilient Preservation, Response, And Recovery, Francis P. Crawley

FORCE 2026

Crises disrupt not only societies but also the continuity of scientific data and publications essential for evidence-based decision-making. Preserving the integrity, accessibility, and long-term usability of these resources during disruptions has become a global priority. In response, UNESCO, with the support of CODATA, has developed a suite of Open Science Toolkit instruments (Factsheet, Guidance, and Checklist) on ‘Developing Data Policies for Times of Crisis Facilitated by Open Science’. This presentation examines how these instruments can strengthen data preservation, response, and recovery within scholarly communication. By promoting crisis-ready data policies supported by AI-enabled systems in science publishing, the UNESCO approach connects …

A Mixed Score Card: Findings And Recommendations From Australia’S National Pid Benchmarking Toolkit, Simon Porter, Ann Campbell, Natasha Simons, Lyle Winton, Matthias Liffers

FORCE 2026

In 2024, Australia launched its National Persistent Identifier (PID) Strategy to accelerate research quality efficiency, and impact through the universal use of connected PIDs. To measure progress against this strategy, the Australian Research Data Commons (ARDC) commissioned Digital Science to develop a comprehensive PID benchmarking framework and conduct Australia’s first national assessment of PID adoption. This presentation will share the key findings from the final report, the Australian National Per-sistent Identifier (PID) Benchmarking Toolkit (https://doi.org/10.6084/m9.figshare.29281667).

The report reveals a “mixed score card” for the nation’s research ecosystem. While Australia has achieved world-leading success in ORCID adoption for researchers …

Panel Discussion: The Role And Accessibility Of Open Scholarly Infrastructure In Asia, Rocio Gaudioso Pedraza, Ginny Hendricks, Xiaofeng Guo, Mochammad Tanzil Multazam, Maria Lamury

FORCE 2026

The panel will cover regional perspectives on accessibility of key scholarly infrastructure for research communication in Asia, and reflect on trends in open science across the region.

Rocio Gaudioso Pedraza, Crossref, will moderate, and discuss the research nexus vision for an open, reusable network of connections underpinning research communications. Nearly half of Crossref members are based in Asia. This community’s interest to embrace and participate in global open infrastructure is growing. Ginny will talk about working with local partners to make participation accessible. Guo Xiaofeng, Director of Sin-Chn SCIENTIFIC PRESS, drawing on experience in China and Singapore, will discuss challenges …

Supporting Fair Practices In Scholarly Publishing With The Editorial Reference Handbook, Susanna-Assunta Sansone, Allyson Lister, Rebecca Taylor-Grant, Matthew Cannon

FORCE 2026

Co-produced by academics and publishers (incl. CUP, Cell Press, EMBO Press, Taylor & Francis, GigaScience Press, OUP, PLOS, Springer Nature), the Editorial Reference Handbook (https://publishers.fairassist.org) assists scholarly publishers in supporting the sharing of digital research objects and in operationalising FAIR research practices by addressing gaps in editorial workflows, policy implementation and stakeholder alignment. The Handbook comprises three interrelated components—a checklist, detailed guidance documentation, and a flowchart—intended primarily for in-house editorial staff while also providing value to reviewers, authors, and service providers.

Beside this practical collaboratively developed product, the Handbook is also a socio-technical pilot to improve the culture …

Ten Years Of Tuwhera: A Commitment To Sustaining Open Access Publishing, Donna Coventry

FORCE 2026

Tucked away, far from the conference circuit, is a part of the world which doesn’t tend to make the headlines when it comes to open access initiatives. New Zealand and by extension, the South Pacific, is a region struggling with a history of colonisation and trying to make systematic change around decolonisation - open access to research about ‘our place in the world’ is vitally important. 

Ten years ago Auckland University of Technology’s library (Te Mātāpuna) made the decision to start hosting Diamond open access journals. Starting with two established journals, the service was named Tuwhera which can be translated …

From Notebooks To Knowledge: Curvenote And The Open Ecosystem For Continuous, Computational Science, Mike Morrison, Rowan Cockett

FORCE 2026

Scientific communication is evolving — yet most of today’s research is still trapped in static PDFs that fail to capture the computation, data, and interactivity that define modern science. Curvenote is an open-source Scientific Content Management System and publishing framework that bridges this gap by connecting authoring, computation, and open infrastructure across the research lifecycle.

Built with MyST Markdown (a Jupyter project) and integrated with Jupyter Book, Curvenote enables researchers to author, review, and publish modular scientific content directly from computational notebooks — preserving executable code, metadata, and rich visualizations. The result is a seamless, web-native workflow that transforms a …

Managing Ai Bot Access To Open Scholarly Infrastructures, Petr Knoth

FORCE 2026

The rapid rise of generative AI has created unprecedented demand for large, high-quality research corpora. Open access repositories and other open scholarly infrastructures have therefore become primary sources for AI bots, because they host research that is not universally reliable, but remains far more evidence-based than most web content. This is both an opportunity and a strain: repositories are now more valuable than ever, but machine traffic brings sustainability, capacity and policy challenges. Repositories may be able to scale, but who should fund that scaling, and under what conditions?

The core dilemma is how to curb abusive high-load bot activity …

Integration Of Research Software In Open Scholarship, Michelle Barker, Daniel S. Katz

FORCE 2026

The Research Software Alliance’s Publishing Research Software Forum is a collaboration of publishers committed to recognizing research software as fundamental and vital to research, supporting it, and connecting it and its developers to research publications. The forum provides a formal mechanism for members to share practices and consider how to individually and collectively address common challenges to achieve the significant cultural change needed across the research sector globally.

This presentation will share the forum’s work to increase policy alignment and implementation; incentives and enforcements to support researcher citation of research software; and alignment with broader efforts to improve citation of …

Beyond The Launch: Seven Years Of Sustaining An Open Educational Resource After The Grant Ends, Susan Gardner Archambault

FORCE 2026

This presentation shares seven years of lessons from maintaining Project CORA (Community of Online Research Assignments), an award-winning, open-access platform where librarians and educators share adaptable information literacy assignments. Launched in 2016 with grant support and strong community engagement, CORA saw early success: international page views across 150+ countries, 200+ shared assignments and teaching resources, and community-building features like "adapt this assignment" and leaderboards.

But when funding ended in 2018, Project CORA entered what many open projects experience but few discuss publicly: the precarious post-grant phase, when initial funding and enthusiasm fade but infrastructure still needs support. Annual contributions dropped …

[Birds-Of-A-Feather] Understanding And Handling Software Plagiarism In The Age Of Generative Ai, Daniel S. Katz, Scott C. Edmunds

FORCE 2026

Computing and software have supported research since their inception, and continue to play a significant role in knowledge production. However, the means of communicating research methods and results were developed long before computing existed, and the research community lacks best practices for documenting computational research elements transparently, reproducibly, and reusably.
Publishers are now more accepting of the inclusion of software (typically, source code) associated with submitted manuscripts, and many want to support processes to vouch for the integrity of software just as they do for other content, such as ensuring that ethical and legal concerns such as authorship, plagiarism, copyrights …

Assessment Beyond Transactions: Measuring Library Impact In Knowledge Synthesis And Research Support, Shameem Nilofar Maideen

FORCE 2026

As newer forms of research assessment emerge that move away from narrow bibliometric indicators toward holistic evaluation of scholarly contributions, academic libraries face both an opportunity and a challenge to articulate their value beyond transactional metrics. Traditional library assessments such as circulation statistics, database logins, and reference transactions fail to capture libraries' increasingly sophisticated roles in knowledge synthesis, research integrity support, and fostering interdisciplinary collaboration.

This session explores emerging and possible assessment methodologies that align library evaluation with broader research assessment reform movements. Through examples from Singapore Management University Libraries' transformation toward knowledge partnership models and an analysis of innovative …

Diamond Open Access Journals In India: Status, Sustainability And Challenges, Mallikarjun Dora, Kanagasabai K, Raj Kishor Kampa

FORCE 2026

Open-access publishing has transformed scholarly communication in recent decades. The share of OA articles between 2014 and 2024 increased by 26%, from a modest 14% in 2014 to 40% in 2024. OA journals have evolved over time and exist in various models based on funding mechanisms, including the Gold, Green, Hybrid, and Diamond models. While OA publishing emerged in response to scientific inequality, middle- and low-income countries face the barrier of high Article Processing Charges (APC), which hinder them from publishing in those journals (Alperin, 2022). The Article Processing Charges are part of the Gold and Hybrid OA models, where …

Bridging Metrics And Meaning: Integrating Traditional And Alternative Indicators For Responsible Research Assessment, Junjie Shen, Sarah Ormes

FORCE 2026

How do we recognise great research in all its diverse forms? Around the world, institutions are trying to move beyond simple citation counts toward something fairer and more meaningful. At the University of Bath in the UK, we’ve been experimenting with ways to combine traditional bibliometrics with richer indicators of engagement, such as policy influence, media attention, and real-world impact, to build a more balanced picture of research quality.

In this lightning talk, we’ll share what we’ve learned so far: how we co-created guidance with researchers, librarians, and research managers; how we built discipline-sensitive approaches; and how we trained our …

Can Ai Help In Systematic Reviews? A Comparative Study Of Manual, Ai-Assisted, And Ai-Dominant Workflows For Librarians And Researchers, Aster Zhao

FORCE 2026

Systematic reviews are essential to evidence-based research but are often time-consuming and labor-intensive, for researchers to conduct, and for librarians to participate in, or teach. The rapid advances in Generative AI and AI-powered research tools, have created a growing interest in whether these technologies can assist—or even automate—parts of the systematic review process. However, questions remain about their effectiveness, reproducibility, and potential bias. This study explores the role of GenAI tools in the early stages of a systematic review: from literature discovery and screening, up to the identification of included studies.

We propose a comparative case study of one systematic …

Oxa: An Open Exchange Architecture For Modular And Computational Scientific Content, Nokome Bentley, Rowan Cockett, Tracy Teal

FORCE 2026

Scientific communication remains bound by legacy formats designed for print, even as research itself has become computational, collaborative, and continuous. The Open Exchange Architecture (OXA, https://oxa.dev), is a community-driven schema and specification for representing scientific documents as structured, interoperable JSON. Developed in collaboration/participation with projects such as Jupyter, MyST, Stencila, Curvenote, Posit (Quarto), openRxiv, PLOS, eLife, Octopus, Creative Common, and the Continuous Science Foundation, OXA defines typed, linkable nodes (text, math, code, figures, metadata) that together form a shared “bedrock” for interoperable, modular, machine-readable, and executable research.

OXA allows for the exchange of scientific content across authoring environments (MyST …

Genai In Qualitative Data Analysis: Framework-Guided Prompt Engineering In Library Research Practice, Debby R. Wegener

FORCE 2026

As Generative AI (GenAI) tools become increasingly integrated across the research lifecycle, researchers need practical, reproducible methods for the responsible use of these technologies. This presentation will demonstrate a systematic approach to using GenAI for qualitative data analysis through a case study of thematic coding in a library website usability study at the Singapore Institute of Technology.

Drawing on prompt engineering frameworks like CLEAR, this session will illustrate how structured prompts can maintain academic rigour and enhance the reliability of GenAI-assisted analysis. The presentation will walk through the complete workflow, that is, from initial data preparation and tool selection to …

Using Ai-Assisted Programming To Develop Research Services Tools For Research Impact, Open Access Publishing & More, Gary Lee

FORCE 2026

Academic libraries play a vital role in scholarly communication, As research practices become more data‑driven and interdisciplinary, librarians can help scholars by creating and sharing flexible, customizable tools that align with local workflows and user needs.

AI Assisted programming (sometimes called “vibe coding”) offers a new way for librarians without extensive programming knowledge to develop such tools . This allows previously non-expert librarians to go from conceptual goals to working applications by rapid prototyping, experimentation, and roll-out, resulting in service innovation and improvement.

This presentation illustrates how librarians at HKUST have explored vibe coding with tools like GROK, POE, and …

Mapping The Landscape Of The Open Access Journals Using Open Journal Systems From Indonesian University Publishers, Maria Lamury

FORCE 2026

This study maps the landscape of open access (OA) journals published by Indonesian university publishers using the Open Journal Systems (OJS) platform, highlighting collaborative efforts in advancing scholarly communication across institutional and disciplinary boundaries. Using the latest data from the OJS Beacon dataset and journal websites, this analysis examines the distribution, characteristics, and visibility of open access journals managed by 1,529 university publishers, representing a sample of 15,293 university publishers in Indonesia. Many research stated that Indonesia hosts the world’s largest number of OJS-based journals, with more than half adopting the Gold OA model. This balance reflects both the growing …

Recognizing And Rewarding Peer Review: Rethinking Research Assessment For Openness, Fairness, And Global Equity, Tung Tung Chan, Bernd Pulverer, Johan Rooryck

FORCE 2026

The Coalition for Advancing Research Assessment (CoARA) Working Group on Recognizing and Rewarding Peer Review has developed a comprehensive framework for reforming how scholarly review is valued within research careers. Our recommendations address a fundamental question: how can peer review, a critical yet often invisible scholarly contribution, be made visible, credited, and meaningfully integrated into research assessment?

Developed through a collaborative effort across 16 European organisations, the Working Group’s outputs offer targeted recommendations for four key stakeholder groups: research performing organizations, research funding bodies, publishers and editors, and individual researchers. These recommendations are structured across five key dimensions:
(1) Openness: …

Open Research Information - How To Support Publishers To Make Metadata Openly Availble, Bianca Kramer

FORCE 2026

Research information, or scholarly metadata, is important for decision making around strategic priorities, distribution of resources, and evaluation of researchers and institutions. It is also used to assess the effect of policies, and to find and assess research results. Open research information (free to access and free to (re)use) is increasingly valued for fair assessment and equitable decision making, and is also important in digital sovereignty.


The Barcelona Declaration on Open Research Information calls on organizations performing, funding and evaluating research to make openness of research information the default, work with services and systems that support and enable open research …

Mapping Themes, Aligning Strategies: Institutional Research Analytics With Bertopic And Genai, Danping Dong, Pin Pin Yeo

FORCE 2026

Libraries and research offices are increasingly tasked with making sense of unstructured institutional data, such as research publications and strategic documents. These insights help inform decision-making and leadership planning. This session shares how SMU Libraries leveraged BERTopic, an open-source topic modeling tool, together with generative AI tools such as ChatGPT and Claude, to extract meaningful insights from faculty publications and support institutional sensemaking.

In one use case, we applied BERTopic to university-authored publications to surface thematic groupings related to research about Asia. Generative AI tools were then used to summarize each cluster into human-readable narratives, enabling research landscape mapping, identification …

Sharing The Load: Building An Open Research Information Collective, Cameron Neylon, Bianca Kramer

FORCE 2026

The rise of open research information resources is transforming the way we track, analyse and study research systems. Increasingly sources like OpenAIRE, OpenAlex, Crossref, DataCite, ORCID, ROR and others are being used as the basis for making decisions, designing interventions

and understanding progress. This operates both at the small scale, where access to data and evidence is easier than it has ever been, to the very large scale analysis of whole systems. Modern open data sources provide access, including access to full copies of the data, but there has been less focus on providing this access in a way that …

Researcher Impact Framework: Building Audience-Focused Evidence-Based Impact Narratives, Giovanna Lima

FORCE 2026

While a wealth of resources has been developed to help researchers plan for and communicate their projects anticipated impact when applying for funding proposals, not many resources have been developed for researchers when communicating their own impact as researchers at an individual level.
To support researchers in doing this Dr Giovanna Lima and Sarah Bowman have developed the Researcher Impact Framework (RIF). This framework helps to better share a broad spectrum of the researcher’s achievements in generation of knowledge, development of individuals, forming collaborations, supporting the research community and broader society.
The RIF provides a structure for crafting audience-focused evidence-based …

A Developing Critical Lens Based On Distinct Scholar Experiences In Scholarly Communication, Angel Y. Ford

FORCE 2026

Scholars around the world, even from core research locations, express frustration at the processes of sharing and disseminating research. Scholars discuss the confusing or conflicting reviews they receive, and the astronomical fees to publish in Open Access (OA) journals, but when these global factors are combined with regional factors for scholars in low- and middle-income countries (LMICs), the view of the scholarly communication landscape can quickly go from challenging, to treacherous and at times a career stunting topography with a variety of obstacles and barriers. The terrain scholars cross to obtain, produce, and disseminate research outputs looks different based on …