[VU ML Seminar] Next meeting: Erkan Karabulut on Scalable Neurosymbolic Knowledge Discovery

[Daza Cruz, D.F. (Daniel)]

Dear colleagues,

We are pleased to invite you to the next meeting of the VU ML Seminar<https://sites.google.com/view/vumls/home>. This is also the last meeting of the year before we go on an end-of-year break.

Our next speaker is Erkan Karabulut, who will talk about Scalable Neurosymbolic Knowledge Discovery from Tabular Data.

Erkan is a PhD candidate at the Intelligent Data Engineering Lab<https://indelab.org/> at the University of Amsterdam, and currently he is doing a research visit at Amsterdam UMC.

Abstract:
Discovering patterns from data in human-understandable forms is a valuable task for both knowledge discovery and interpretable inference. A prominent method is Association Rule Mining (ARM), which identifies patterns in the form of logical rules describing relationships between data attributes. Popular ARM methods, however, rely on algorithmic or optimization-based solutions that struggle to scale to high-dimensional datasets (i.e., tables with many columns) without effective search space reduction.

This talk introduces Aerial+, a novel ARM method that leverages neural networks’ ability to handle high-dimensional data to learn a concise set of prominent patterns from tabular datasets. Aerial+ has been evaluated on both digital twin datasets (sensor data enriched with semantics) and on generic tabular datasets, demonstrating its versatility across domains. In addition, Aerial+ can incorporate prior knowledge to enhance discovery: either from knowledge graphs (structured semantic information about a domain) or from tabular foundation models, large pre-trained neural networks that capture table semantics and support diverse downstream tasks.



The meeting will take place on Monday 8 Dec. at 10:00 in room NU-3A57. We hope to see many of you there!

The organizers,

Daniel  & Zhao


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