Ioanna Gemou

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Office: CIT 423, 115 Waterman St.,

Providence, RI 02906

Pronunciation: /Eo-ah-na Yeh-moo/

Hello! I’m Ioanna–a PhD student in Computer Science at Brown University, advised by Ritambhara Singh.

My research focuses on understanding how deep learning models learn and reason over heterogeneous, multimodal data. I believe that for deep learning models to be meaningfully deployed in high-stakes domains such as healthcare, two components are essential: (a) principled representations that integrate diverse data sources in a coherent way, and (b) sufficient insight into the mechanisms by which models arrive at their predictions.

news

Sep 22, 2025 Our paper “LLM-Powered Graph Reasoning for Knowledge Discovery” has been accepted to WIML @ NeurIPS 2025! Excited to present this work in San Diego, CA this December.
Aug 20, 2025 I am starting my PhD in Computer Science at Brown University!
Jul 15, 2025 I graduated from the Technical University of Denmark with a Master’s degree in Biomedical Engineering!
Mar 16, 2025 Our paper “K-Paths: Reasoning over Graph Paths for Drug Repurposing and Drug Interaction Prediction” has been accepted to ACM KDD’25!
Feb 01, 2025 I will be serving as web & publication chair for EuroSec 2025!