CSE Colloquium – Towards Relational Foundation Models: Zero-Shot Forecasting over Relational Databases

Engineering 2 Engineering 2 1156 High Street, Santa Cruz

Presenter: Charilaos I. Kanatsoulis, Stanford University Abstract: Foundation models have transformed unstructured domains such as language and vision, yet relational datasets, where most enterprise knowledge lives, still rely on brittle, task-specific ML pipelines. I will begin by introducing Relational Deep Learning (RDL), a general framework for learning directly from heterogeneous multi-table data, capturing structure across entities, attributes, […]

Free

Statistics Seminar: Inferring Unobserved Trajectories from Multiple Temporal Snapshots

Hybrid Event

Presenter: Yunyi Shen, Ph.D. Candidate, Department of Electrical Engineering and Computer Science, Massachusetts Institute of Technology Description: Practitioners often aim to infer an unobserved population trajectory using sample snapshots at multiple time points. E.g. given single-cell sequencing data, scientists would like to learn how gene expression changes over a cell’s life cycle. But sequencing any […]

Ancestral Algorithms: Indigenous Virtual Realities & the Ethics of AI

Creative Interventions (CI) Series

This talk explores how Indigenous analytic and ancestral technologies, rooted in technē as craft, knowledge, and skilled practice, inform contemporary digital forms such as Virtual Reality and AI. It traces how ancestral memory is transferred, adapted, and sustained across generations through decolonial and anti-colonial frameworks, while critically engaging both the generative possibilities and the structural […]

FREE and open to UCSC affiliates