Research Dissemination.

Learning on Graphs: Strategies for Improving and Understanding Generalization in Graph Neural Networks

Learning on Graphs: Strategies for Improving and Understanding Generalization in Graph Neural Networks

Invited Talk - CEVI, KLE Technological University, India. , Hubli, India

June 6, 2025

Gave a talk about my recent works on over-squashing, over-smoothing and memorization in Graph Neural Networks.

AI explainer video series

AI explainer video series

Online Talk - neptune.ai

January 28, 2025

Had a fun time talking about our recently accepted NeurIPS paper with neptune.ai. The goal was to explain our research using simpler analogies intended for broader audience, making complex graph neural network concepts accessible to a wider community.

How to mitigate both over-squashing and over-smoothing in GNNs?

How to mitigate both over-squashing and over-smoothing in GNNs?

Conference Presentation - Helmholtz AI Conference , Düsseldorf, Germany

June 12-14, 2024

Presented our recent work on addressing fundamental challenges in Graph Neural Networks - specifically tackling both over-squashing and over-smoothing phenomena through spectral pruning techniques. The presentation covered theoretical insights and practical applications.