Publications

Understanding and Scaling Collaborative Filtering Optimization from the Perspective of Matrix Rank

Residual Connections and Normalization Can Provably Prevent Oversmoothing in GNNs

What Are We Optimizing For? A Human-centric Evaluation of Deep Learning-based Movie Recommenders

On the Role of Attention Masks and LayerNorm in Transformers

Demystifying Oversmoothing in Attention-Based Graph Neural Networks

An Non-Asymptotic Analysis of Oversmoothing in Graph Neural Networks

Link Partitioning on Simplicial Complexes Using Higher-Order Laplacians

Spectra of Quantum Graphs via a Scattering Matrix Approach