Technical Briefing: Software Engineering for Foundation Models (SE4FM)
Foundation models (FMs) are among humanity’s most complex software systems. They are currently engineered through tribal knowledge and ad‑hoc processes, despite quarterly release cadences and rapidly expanding model size, context length, and modality. This 90‑minute technical briefing presents SE4FM—a disciplined software engineering framing for FMs—organized around four pillars: DataOps (deciding, curating, optimizing, and governing data), ExperimentOps (hypothesis‑driven, scaling‑law‑aware experimentation from small to large; including RLHF/RLAIF/RLVR pipelines), EvalOps (systematic testing, prioritization, and debugging), and FieldOps (releases, monitoring, and compliance). The goal is to give software engineering researchers a unique, insider view of how FMs are really built and run at scale, and to surface concrete SE challenges and opportunities where new SE-centric methods, tools, and theory are urgently needed.
Thu 16 AprDisplayed time zone: Brasilia, Distrito Federal, Brazil change
16:00 - 17:30 | Technical Briefing: Software Engineering for Foundation Models (SE4FM)Tutorials and Technical Briefings at Oceania III Chair(s): Paris Avgeriou University of Groningen, The Netherlands, Uirá Kulesza Federal University of Rio Grande do Norte | ||
16:00 90mTalk | Technical Briefing: Software Engineering for Foundation Models (SE4FM) Tutorials and Technical Briefings Boyuan Chen Centre for Software Excellence, Huawei Canada, Dayi Lin Centre for Software Excellence, Huawei Canada, Arthur Leung Center for Software Excellence, Huawei Canada, Zhilong Chen Center for Software Excellence, Huawei Canada, Gopi Krishnan Rajbahadur Centre for Software Excellence, Huawei, Canada, Gustavo A. Oliva Huawei Canada and Queen's University, Yihao Chen Center for Software Excellence, Huawei Canada, Xiaoshuang Liu Huawei, Chun Yong Chong Monash University Malaysia, Ahmed E. Hassan Queen’s University | ||