Mining BOMs for Improving Supply Chain Efficiency & Resilience
Kate Stewart, Linux Foundation
Abstract: Bill of Materials (BOMs) have been present in the shipping of physical products for decades, but as more modern systems (including AI) have come to rely increasingly on software and data, these elements are now essential to capture as well. Software Bill of Materials (SBOMs) are gaining adoption in industry due to increasing software complexity, emerging regulatory requirements (e.g., FDA, CRA), and the expansion of software’s role in critical systems (automotive, medical, space, industrial, etc.). The sheer scale of SBOM metadata generated, the diverse information needed across the software lifecycle, and the need to leverage this data for various risk analyses (security, license, operational, safety, AI) require robust solutions and different perspectives on this material. This keynote will look at the current challenges in the SBOM landscape in terms of generating and maintaining such data. It will explore the challenges that are there for being able to extract knowledge from the BOM metadata for continuous safety compliance for products that may be leveraging open source components in safety critical domains.
Bio: Kate Stewart is a Senior Director of Strategic Programs at the Linux Foundation. She is responsible for the Open Compliance programs encompassing the SPDX, FOSSology, OpenChain, and other compliance related projects. Kate was one of the founders of SPDX, and is currently the specification lead. Since joining the Linux Foundation, she has also launched collaborations on metrics (CHAOSS), Real-Time Linux and the Zephyr Project. She also supports other key embedded projects, including Yocto. With over 30 years of experience in the software industry, she has held a variety of roles and worked as a developer in Canada, Australia, and the US. During the last 20 years, she has managed software development teams in the US, Canada, UK, India, and China. She received her Master’s in computer science from the University of Waterloo and a Bachelor’s of computer science (co-op program) from the University of Manitoba.
Dates
Tracks
Mon 28 AprDisplayed time zone: Eastern Time (US & Canada) change
Mon 28 Apr
Displayed time zone: Eastern Time (US & Canada) change
09:00 - 10:30 | Plenary: Opening + Joint MSR + ICPC KeynoteProgram / Keynotes at 214 Chair(s): Bram Adams Queen's University, Olga Baysal Carleton University, Michael W. Godfrey University of Waterloo, Canada, Ayushi Rastogi University of Groningen, The Netherlands | ||
09:00 30mDay opening | Official Opening Program | ||
09:30 60mKeynote | Mining BOMs for Improving Supply Chain Efficiency & Resilience Keynotes Kate Stewart Linux Foundation | ||
11:00 - 12:30 | Defects, bugs, and issuesData and Tool Showcase Track / Technical Papers at 214 Chair(s): Minhaz Zibran Idaho State University | ||
11:00 10mTalk | Learning from Mistakes: Understanding Ad-hoc Logs through Analyzing Accidental Commits Technical Papers Yi-Hung Chou University of California, Irvine, Yiyang Min Amazon, April Wang ETH Zürich, James Jones University of California at Irvine Pre-print | ||
11:10 10mTalk | On the calibration of Just-in-time Defect Prediction Technical Papers Xhulja Shahini paluno - University of Duisburg-Essen, Jone Bartel University of Duisburg-Essen, paluno, Klaus Pohl University of Duisburg-Essen, paluno | ||
11:20 10mTalk | An Empirical Study on Leveraging Images in Automated Bug Report Reproduction Technical Papers Dingbang Wang University of Connecticut, Zhaoxu Zhang University of Southern California, Sidong Feng Monash University, William G.J. Halfond University of Southern California, Tingting Yu University of Connecticut | ||
11:30 10mTalk | It’s About Time: An Empirical Study of Date and Time Bugs in Open-Source Python Software Technical Papers Shrey Tiwari Carnegie Mellon University, Serena Chen University of California, San Diego, Alexander Joukov Stony Brook University, Peter Vandervelde University of California, Santa Barbara, Ao Li Carnegie Mellon University, Rohan Padhye Carnegie Mellon University | ||
11:40 10mTalk | Enhancing Just-In-Time Defect Prediction Models with Developer-Centric Features Technical Papers Emanuela Guglielmi University of Molise, Andrea D'Aguanno University of Molise, Rocco Oliveto University of Molise, Simone Scalabrino University of Molise | ||
11:50 10mTalk | Revisiting Defects4J for Fault Localization in Diverse Development Scenarios Technical Papers Md Nakhla Rafi Concordia University, An Ran Chen University of Alberta, Tse-Hsun (Peter) Chen Concordia University, Shaohua Wang Central University of Finance and Economics | ||
12:00 5mTalk | Mining Bug Repositories for Multi-Fault Programs Data and Tool Showcase Track | ||
12:05 5mTalk | HaPy-Bug - Human Annotated Python Bug Resolution Dataset Data and Tool Showcase Track Piotr Przymus Nicolaus Copernicus University in Toruń, Poland, Mikołaj Fejzer Nicolaus Copernicus University in Toruń, Jakub Narębski Nicolaus Copernicus University in Toruń, Radosław Woźniak Nicolaus Copernicus University in Toruń, Łukasz Halada University of Wrocław, Poland, Aleksander Kazecki Nicolaus Copernicus University in Toruń, Mykhailo Molchanov Igor Sikorsky Kyiv Polytechnic Institute, Ukraine, Krzysztof Stencel University of Warsaw Pre-print | ||
12:10 5mTalk | SPRINT: An Assistant for Issue Report Management Data and Tool Showcase Track Pre-print | ||
12:30 - 14:00 | Diversity LunchCatering / Program / Mining Challenge / Data and Tool Showcase Track / Technical Papers / Keynotes / Industry Track at RCS Atrium | ||
12:30 90mLunch | MSR Diversity Lunch Catering | ||
13:00 - 13:30 | |||
13:00 30mTalk | Chasing the Clock: How Fast Are Vulnerabilities Fixed in the Maven Ecosystem? Mining Challenge Md Fazle Rabbi Idaho State University, Arifa Islam Champa Idaho State University, Rajshakhar Paul Wayne State University, Minhaz F. Zibran Idaho State University Pre-print | ||
13:00 30mTalk | MaLAware: Automating the Comprehension of Malicious Software Behaviours using Large Language Models (LLMs) Data and Tool Showcase Track BIKASH SAHA Indian Institute of Technology Kanpur, Nanda Rani Indian Institute of Technology Kanpur, Sandeep K. Shukla Indian Institute of Technology Kanpur Pre-print | ||
13:00 30mTalk | A Dataset of Contributor Activities in the NumFocus Open-Source Community Data and Tool Showcase Track Youness Hourri University of Mons, Alexandre Decan University of Mons; F.R.S.-FNRS, Tom Mens University of Mons Pre-print | ||
13:00 30mTalk | Popularity and Innovation in Maven Central Mining Challenge Nkiru Ede Victoria University of Wellington, Jens Dietrich Victoria University of Wellington, Ulrich Zülicke Victoria University of Wellington Pre-print | ||
13:00 30mTalk | TerraDS: A Dataset for Terraform HCL Programs Data and Tool Showcase Track Christoph Buehler University of St. Gallen, David Spielmann University of St. Gallen, Roland Meier armasuisse, Guido Salvaneschi University of St. Gallen Pre-print | ||
13:00 30mTalk | SPRINT: An Assistant for Issue Report Management Data and Tool Showcase Track Pre-print | ||
13:00 30mTalk | Does Functional Package Management Enable Reproducible Builds at Scale? Yes. Technical Papers Julien Malka LTCI, Télécom Paris, Institut Polytechnique de Paris, France, Stefano Zacchiroli Télécom Paris, Polytechnic Institute of Paris, Théo Zimmermann Télécom Paris, Polytechnic Institute of Paris Pre-print | ||
13:00 30mTalk | Dependency Update Adoption Patterns in the Maven Software Ecosystem Mining Challenge Baltasar Berretta College of Wooster, Augustus Thomas College of Wooster, Heather Guarnera The College of Wooster | ||
13:00 30mTalk | A Dataset of Software Bill of Materials for Evaluating SBOM Consumption Tools Data and Tool Showcase Track Rio Kishimoto Osaka University, Tetsuya Kanda Notre Dame Seishin University, Yuki Manabe The University of Fukuchiyama, Katsuro Inoue Nanzan University, Shi Qiu Toshiba, Yoshiki Higo Osaka University | ||
13:00 30mTalk | Investigating the Understandability of Review Comments on Code Change Requests Technical Papers Md Shamimur Rahman University of Saskatchewan, Canada, Zadia Codabux University of Saskatchewan, Chanchal K. Roy University of Saskatchewan, Canada | ||
13:00 30mTalk | Refactoring for Dockerfile Quality: A Dive into Developer Practices and Automation Potential Technical Papers Emna Ksontini University of Michigan - Dearborn, Meriem Mastouri University of Michigan, Rania Khalsi University of Michigan - Flint, Wael Kessentini DePaul University | ||
13:00 30mTalk | Combining Large Language Models with Static Analyzers for Code Review Generation Technical Papers Imen Jaoua DIRO, Université de Montréal, Oussama Ben Sghaier DIRO, Université de Montréal, Houari Sahraoui DIRO, Université de Montréal Pre-print | ||
13:00 30mTalk | Cascading Effects: Analyzing Project Failure Impact in the Maven Central Ecosystem Mining Challenge Mina Shehata Belmont University, Saidmakhmud Makhkamjonoov Belmont University, Mahad Syed Belmont University, Esteban Parra Belmont University | ||
13:00 30mTalk | Can LLMs Replace Manual Annotation of Software Engineering Artifacts? Technical Papers Toufique Ahmed IBM Research, Prem Devanbu University of California at Davis, Christoph Treude Singapore Management University, Michael Pradel University of Stuttgart Pre-print | ||
13:00 30mTalk | Do LLMs Provide Links to Code Similar to what they Generate? A Study with Gemini and Bing CoPilot Technical Papers Daniele Bifolco University of Sannio, Pietro Cassieri University of Salerno, Giuseppe Scanniello University of Salerno, Massimiliano Di Penta University of Sannio, Italy, Fiorella Zampetti University of Sannio, Italy Pre-print | ||
13:00 30mTalk | Mining a Decade of Contributor Dynamics in Ethereum: A Longitudinal Study Technical Papers Matteo Vaccargiu University of Cagliari, Sabrina Aufiero University College London (UCL), Cheick Ba Queen Mary University of London, Silvia Bartolucci University College London, Richard Clegg Queen Mary University London, Daniel Graziotin University of Hohenheim, Rumyana Neykova Brunel University London, Roberto Tonelli University of Cagliari, Giuseppe Destefanis Brunel University London Pre-print | ||
13:00 30mTalk | SCRUBD: Smart Contracts Reentrancy and Unhandled Exceptions Vulnerability Dataset Data and Tool Showcase Track Chavhan Sujeet Yashavant Indian Institute of Technology, Kanpur, Mitrajsinh Chavda Indian Institute of Technology Kanpur, India, Saurabh Kumar Indian Institute of Technology Hyderabad, India, Amey Karkare IIT Kanpur, Angshuman Karmakar Indian Institute of Technology Kanpur, India Pre-print | ||
13:00 30mTalk | Out of Sight, Still at Risk: The Lifecycle of Transitive Vulnerabilities in Maven Mining Challenge Piotr Przymus Nicolaus Copernicus University in Toruń, Poland, Mikołaj Fejzer Nicolaus Copernicus University in Toruń, Jakub Narębski Nicolaus Copernicus University in Toruń, Krzysztof Rykaczewski Nicolaus Copernicus University in Toruń, Poland, Krzysztof Stencel University of Warsaw Pre-print | ||
13:00 30mTalk | HaPy-Bug - Human Annotated Python Bug Resolution Dataset Data and Tool Showcase Track Piotr Przymus Nicolaus Copernicus University in Toruń, Poland, Mikołaj Fejzer Nicolaus Copernicus University in Toruń, Jakub Narębski Nicolaus Copernicus University in Toruń, Radosław Woźniak Nicolaus Copernicus University in Toruń, Łukasz Halada University of Wrocław, Poland, Aleksander Kazecki Nicolaus Copernicus University in Toruń, Mykhailo Molchanov Igor Sikorsky Kyiv Polytechnic Institute, Ukraine, Krzysztof Stencel University of Warsaw Pre-print | ||
14:00 - 15:30 | MSR 2025 Mining ChallengeMining Challenge at 215 Chair(s): Joyce El Haddad Université Paris Dauphine - PSL , Damien Jaime Université Paris Nanterre & LIP6, Pascal Poizat Université Paris Nanterre & LIP6 | ||
14:00 4mTalk | Analyzing Dependency Clusters and Security Risks in the Maven Central Repository Mining Challenge | ||
14:04 4mTalk | Chasing the Clock: How Fast Are Vulnerabilities Fixed in the Maven Ecosystem? Mining Challenge Md Fazle Rabbi Idaho State University, Arifa Islam Champa Idaho State University, Rajshakhar Paul Wayne State University, Minhaz F. Zibran Idaho State University Pre-print | ||
14:08 4mTalk | Decoding Dependency Risks: A Quantitative Study of Vulnerabilities in the Maven Ecosystem Mining Challenge Costain Nachuma Idaho State University, Md Mosharaf Hossan Idaho State University, Asif Kamal Turzo Wayne State University, Minhaz F. Zibran Idaho State University Pre-print | ||
14:12 4mTalk | Faster Releases, Fewer Risks: A Study on Maven Artifact Vulnerabilities and Lifecycle Management Mining Challenge Md Shafiullah Shafin Rajshahi University of Engineering & Technology (RUET), Md Fazle Rabbi Idaho State University, S. M. Mahedy Hasan Rajshahi University of Engineering & Technology, Minhaz F. Zibran Idaho State University Pre-print | ||
14:16 4mTalk | Insights into Dependency Maintenance Trends in the Maven Ecosystem Mining Challenge Barisha Chowdhury Rajshahi University of Engineering & Technology, Md Fazle Rabbi Idaho State University, S. M. Mahedy Hasan Rajshahi University of Engineering & Technology, Minhaz F. Zibran Idaho State University Pre-print | ||
14:20 4mTalk | Insights into Vulnerability Trends in Maven Artifacts: Recurrence, Popularity, and User Behavior Mining Challenge Courtney Bodily Idaho State University, Eric Hill Idaho State University, Andreas Kramer Idaho State University, Leslie Kerby Idaho State University, Minhaz F. Zibran Idaho State University | ||
14:24 4mTalk | Understanding Software Vulnerabilities in the Maven Ecosystem: Patterns, Timelines, and Risks Mining Challenge Md Fazle Rabbi Idaho State University, Rajshakhar Paul Wayne State University, Arifa Islam Champa Idaho State University, Minhaz F. Zibran Idaho State University Pre-print | ||
14:28 4mTalk | Dependency Update Adoption Patterns in the Maven Software Ecosystem Mining Challenge Baltasar Berretta College of Wooster, Augustus Thomas College of Wooster, Heather Guarnera The College of Wooster | ||
14:32 4mTalk | Analyzing Vulnerability Overestimation in Software Projects Mining Challenge Taha Draoui University of Michigan-Flint, Faten Jebari University of Michigan-Flint, Chawki Ben Slimen University of Michigan-Flint, Munjaap Uppal University of Michigan-Flint, Mohamed Wiem Mkaouer University of Michigan - Flint | ||
14:36 4mTalk | Dependency Dilemmas: A Comparative Study of Independent and Dependent Artifacts in Maven Ecosystem Mining Challenge Mehedi Hasan Shanto Khulna University, Muhammad Asaduzzman University of Windsor, Manishankar Mondal Khulna University, Shaiful Chowdhury University of Manitoba | ||
14:40 4mTalk | Cascading Effects: Analyzing Project Failure Impact in the Maven Central Ecosystem Mining Challenge Mina Shehata Belmont University, Saidmakhmud Makhkamjonoov Belmont University, Mahad Syed Belmont University, Esteban Parra Belmont University | ||
14:45 4mTalk | Do Developers Depend on Deprecated Library Versions? A Mining Study of Log4j Mining Challenge Haruhiko Yoshioka Nara Institute of Science and Technology, Sila Lertbanjongngam Nara Institute of Science and Technology, Masayuki Inaba Nara Institute of Science and Technology, Youmei Fan Nara Institute of Science and Technology, Takashi Nakano Nara Institute of Science and Technology, Kazumasa Shimari Nara Institute of Science and Technology, Raula Gaikovina Kula Osaka University, Kenichi Matsumoto Nara Institute of Science and Technology Pre-print | ||
14:49 4mTalk | Mining for Lags in Updating Critical Security Threats: A Case Study of Log4j Library Mining Challenge Hidetake Tanaka Nara Institute of Science and Technology, Kazuma Yamasaki Nara Institute of Science and Technology, Momoka Hirose Nara Institute of Science and Technology, Takashi Nakano Nara Institute of Science and Technology, Youmei Fan Nara Institute of Science and Technology, Kazumasa Shimari Nara Institute of Science and Technology, Raula Gaikovina Kula Osaka University, Kenichi Matsumoto Nara Institute of Science and Technology | ||
14:53 4mTalk | On the Evolution of Unused Dependencies in Java Project Releases: An Empirical Study Mining Challenge Nabhan Suwanachote Nara Institute of Science and Technology, Yagut Shakizada Nara Institute of Science and Technology, Yutaro Kashiwa Nara Institute of Science and Technology, Bin Lin Hangzhou Dianzi University, Hajimu Iida Nara Institute of Science and Technology | ||
14:57 4mTalk | Out of Sight, Still at Risk: The Lifecycle of Transitive Vulnerabilities in Maven Mining Challenge Piotr Przymus Nicolaus Copernicus University in Toruń, Poland, Mikołaj Fejzer Nicolaus Copernicus University in Toruń, Jakub Narębski Nicolaus Copernicus University in Toruń, Krzysztof Rykaczewski Nicolaus Copernicus University in Toruń, Poland, Krzysztof Stencel University of Warsaw Pre-print | ||
15:01 4mTalk | Popularity and Innovation in Maven Central Mining Challenge Nkiru Ede Victoria University of Wellington, Jens Dietrich Victoria University of Wellington, Ulrich Zülicke Victoria University of Wellington Pre-print | ||
15:05 4mTalk | Software Bills of Materials in Maven Central Mining Challenge Yogya Gamage Universtité de Montréal, Nadia Gonzalez Fernandez Université de Montréal, Martin Monperrus KTH Royal Institute of Technology, Benoit Baudry Université de Montréal | ||
15:09 4mTalk | The Ripple Effect of Vulnerabilities in Maven Central: Prevalence, Propagation, and Mitigation Challenges Mining Challenge | ||
15:13 4mTalk | Tracing Vulnerabilities in Maven: A Study of CVE lifecycles and Dependency Networks Mining Challenge Pre-print | ||
15:17 4mTalk | Understanding Abandonment and Slowdown Dynamics in the Maven Ecosystem Mining Challenge Kazi Amit Hasan Queen's University, Canada, Jerin Yasmin Queen's University, Canada, Huizi Hao Queen's University, Canada, Yuan Tian Queen's University, Kingston, Ontario, Safwat Hassan University of Toronto, Steven Ding Pre-print | ||
15:21 4mTalk | Characterizing Packages for Vulnerability Prediction Mining Challenge Saviour Owolabi University of Calgary, Francesco Rosati University of Calgary, Ahmad Abdellatif University of Calgary, Lorenzo De Carli University of Calgary, Canada | ||
15:25 4mTalk | Understanding the Popularity of Packages in Maven Ecosystem Mining Challenge Sadman Jashim Sakib University of Windsor, Muhammad Asaduzzman University of Windsor, Curtis Bright University of Windsor, Cole Morgan University of Windsor | ||
17:30 - 22:00 | Dinner at Museum of HistoryCatering / Program / Mining Challenge / Data and Tool Showcase Track / Technical Papers / Keynotes / Industry Track at Grand Hall | ||
18:00 4hDinner | Dinner Catering | ||
Tue 29 AprDisplayed time zone: Eastern Time (US & Canada) change
Tue 29 Apr
Displayed time zone: Eastern Time (US & Canada) change
09:00 - 10:30 | Plenary: MIP + FCAMIP Award / FCA Award / Vision and Reflection at 214 Chair(s): Gabriele Bavota Software Institute @ Università della Svizzera Italiana, Jin L.C. Guo McGill University, Audris Mockus The University of Tennessee, Knoxville / Vilnius University, Martin Pinzger Universität Klagenfurt, Romain Robbes CNRS, LaBRI, University of Bordeaux, Patanamon Thongtanunam The University of Melbourne | ||
09:00 30mAwards | MSR 2025 Most Influential Paper Award MIP Award | ||
09:30 30mAwards | MSR 2025 Foundational Contribution Award by David Lo: Charting New Gold Mines: Expanding the World of MSR FCA Award | ||
10:00 30mTalk | The Standard of Rigor for MSR Research: A 20-Year Evolution Vision and Reflection Bogdan Vasilescu Raj Reddy Associate Professor of Software and Societal Systems, Carnegie Mellon University, USA | ||
11:00 - 12:30 | Build systems and DevOpsData and Tool Showcase Track / Technical Papers / Tutorials at 215 Chair(s): Massimiliano Di Penta University of Sannio, Italy | ||
11:00 10mTalk | Build Scripts Need Maintenance Too: A Study on Refactoring and Technical Debt in Build Systems Technical Papers Anwar Ghammam Oakland University, Dhia Elhaq Rzig University of Michigan - Dearborn, Mohamed Almukhtar Oakland University, Rania Khalsi University of Michigan - Flint, Foyzul Hassan University of Michigan at Dearborn, Marouane Kessentini Grand Valley State University | ||
11:10 10mTalk | LLMSecConfig: An LLM-Based Approach for Fixing Software Container Misconfigurations Technical Papers Ziyang Ye The University of Adelaide, Triet Le The University of Adelaide, Muhammad Ali Babar School of Computer Science, The University of Adelaide Pre-print | ||
11:20 10mTalk | How Do Infrastructure-as-Code Practitioners Update Their Dependencies? An Empirical Study on Terraform Module Updates Technical Papers Mahi Begoug , Ali Ouni ETS Montreal, University of Quebec, Moataz Chouchen Department of Electrical and Computer Engineering, Concordia University, Montreal, Canada | ||
11:30 5mTalk | TerraDS: A Dataset for Terraform HCL Programs Data and Tool Showcase Track Christoph Buehler University of St. Gallen, David Spielmann University of St. Gallen, Roland Meier armasuisse, Guido Salvaneschi University of St. Gallen Pre-print | ||
11:35 5mTalk | CARDS: A collection of package, revision, and miscelleneous dependency graphs Data and Tool Showcase Track Euxane TRAN-GIRARD LIGM, CNRS, Université Gustave Eiffel, Laurent BULTEAU LIGM, CNRS, Université Gustave Eiffel, Pierre-Yves DAVID Octobus S.c.o.p. Pre-print | ||
11:40 5mTalk | GHALogs: Large-scale dataset of GitHub Actions runs Data and Tool Showcase Track Florent Moriconi EURECOM, AMADEUS, Thomas Durieux TU Delft, Jean-Rémy Falleri Bordeaux INP, Raphaël Troncy EURECOM, Aurélien Francillon EURECOM | ||
11:45 5mTalk | OSPtrack: A Labeled Dataset Targeting Simulated Execution of Open-Source Software Data and Tool Showcase Track Zhuoran Tan University of Glasgow, Christos Anagnostopoulos University of Glasgow, Jeremy Singer University of Glasgow | ||
11:50 40mTutorial | Agents for Software Development Tutorials Graham Neubig Carnegie Mellon University | ||
14:00 - 15:30 | AI for SE (2)Technical Papers / Data and Tool Showcase Track / Industry Track at 214 Chair(s): Giuseppe Destefanis Brunel University London | ||
14:00 10mTalk | Automatic High-Level Test Case Generation using Large Language Models Technical Papers Navid Bin Hasan Bangladesh University of Engineering and Technology, Md. Ashraful Islam Bangladesh University of Engineering and Technology, Junaed Younus Khan Bangladesh University of Engineering and Technology, Sanjida Senjik Bangladesh University of Engineering and Technology, Anindya Iqbal Bangladesh University of Engineering and Technology Dhaka, Bangladesh | ||
14:10 10mTalk | Prompting in the Wild: An Empirical Study of Prompt Evolution in Software Repositories Technical Papers Mahan Tafreshipour University of California at Irvine, Aaron Imani University of California, Irvine, Eric Huang University of California, Irvine, Eduardo Santana de Almeida Federal University of Bahia, Thomas Zimmermann University of California, Irvine, Iftekhar Ahmed University of California at Irvine Pre-print | ||
14:20 10mTalk | Intelligent Semantic Matching (ISM) for Video Tutorial Search using Transformer Models Technical Papers | ||
14:30 10mTalk | Language Models in Software Development Tasks: An Experimental Analysis of Energy and Accuracy Technical Papers Negar Alizadeh Universiteit Utrecht, Boris Belchev University of Twente, Nishant Saurabh Utrecht University, Patricia Kelbert Fraunhofer IESE, Fernando Castor University of Twente | ||
14:40 10mTalk | TriGraph: A Probabilistic Subgraph-Based Model for Visual Code Completion in Pure Data Technical Papers Anisha Islam Department of Computing Science, University of Alberta, Abram Hindle University of Alberta | ||
14:50 5mTalk | Inferring Questions from Programming Screenshots Technical Papers Faiz Ahmed York University, Xuchen Tan York University, Folajinmi Adewole York University, Suprakash Datta York University, Maleknaz Nayebi York University | ||
14:55 5mTalk | Human-In-The-Loop Software Development Agents: Challenges and Future Directions Industry Track Jirat Pasuksmit Atlassian, Wannita Takerngsaksiri Monash University, Patanamon Thongtanunam University of Melbourne, Kla Tantithamthavorn Monash University, Ruixiong Zhang Atlassian, Shiyan Wang Atlassian, Fan Jiang Atlassian, Jing Li Atlassian, Evan Cook Atlassian, Kun Chen Atlassian, Ming Wu Atlassian | ||
15:00 5mTalk | FormalSpecCpp: A Dataset of C++ Formal Specifications Created Using LLMs Data and Tool Showcase Track Madhurima Chakraborty University of California, Riverside, Peter Pirkelbauer Lawrence Livermore National Laboratory, Qing Yi Lawrence Livermore National Laboratory | ||
15:05 10mTalk | Towards Detecting Prompt Knowledge Gaps for Improved LLM-guided Issue Resolution Technical Papers Ramtin Ehsani Drexel University, Sakshi Pathak Drexel University, Preetha Chatterjee Drexel University, USA Pre-print | ||
16:00 - 17:30 | Plenary: ClosingProgram / Vision and Reflection at 214 Chair(s): Gabriele Bavota Software Institute @ Università della Svizzera Italiana, Jin L.C. Guo McGill University | ||
16:00 30mTalk | Future of AI4SE: From Code Generation to Software Engineering? Vision and Reflection Baishakhi Ray Columbia University | ||
16:30 30mTalk | Reshaping MSR (and SE) empirical evaluations in 2030 Vision and Reflection Massimiliano Di Penta University of Sannio, Italy | ||
17:00 15mDay closing | Closing Session Program Bram Adams Queen's University, Olga Baysal Carleton University, Ayushi Rastogi University of Groningen, The Netherlands | ||
17:15 15mDay closing | MSR 2026 Presentation Program | ||
Accepted Papers
| Title | |
|---|---|
| Mining BOMs for Improving Supply Chain Efficiency & Resilience Keynotes |