oversmoothing

0:59:46

Understanding Oversmoothing in Graph Neural Networks (GNNs): Insights from Two Theoretical Studies

0:02:00

KDD 2025 - Understanding Oversmoothing in Diffusion-Based GNNs

0:04:53

[ICML 2024] Mitigating Oversmoothing Through Reverse Process of GNNs for Heterophilic Graphs

0:06:46

Part 13: measuring and relieving the oversmoothing problem for graph neural networks...

0:04:33

Neural Sheaf Diffusion: A Topological Perspective on Heterophily and Oversmoothing in GNNs

1:08:06

Neural Sheaf Diffusion: A Topological Perspective on Heterophily and Oversmoothing in GNNs

0:02:25

[CoLoRAI 25] A Low-Rank Perspective on Oversmoothing in Graph Neural Networks

0:46:16

110320_Oversmoothing of GNNs and its Solutions

0:09:16

Part 7: on information dropping and oversmoothing in graph neural networks

0:07:06

Part 15: A note on oversmoothing for graph neural networks

0:52:51

AMMI 2022 Course 'Geometric Deep Learning' - Seminar 4 (Neural Sheaf Diffusion) - Cristian Bodnar

0:12:09

AI Research Paper Overview: Spectral Graph Pruning Against Over-Squashing and Over-Smoothing

0:13:22

Multi-Track Message Passing: Tackling Oversmoothing and Oversquashing in Graph Learning

0:14:19

Part 17: pairnorm: tackling oversmoothing in GNNs

0:09:56

Part 105: adaptive message passing: a general framework to mitigate oversmoothing, oversquashing...

0:18:33

Part 18: understanding virtual nodes: oversmoothing, oversquashing and node hetetogeneity

0:13:47

Part 48: tackling oversmoothing in GNN via graph sparsification

0:10:23

Part 6: shedding light on random dropping and oversmoothing

1:31:09

Graph-Coupled Oscillator Networks | T. Konstantin Rusch

0:41:19

Designing Efficient Neural Networks for PDEs Using Fast Boundary Element Methods

0:11:22

UniGAP: A Universal and Adaptive Graph Upsampling Approach to Mitigate Over-Smoothing in

1:26:34

On the Bottleneck of Graph Neural Networks and its Practical Implications | Authors explain ML Paper

0:26:55

UniGAP: A Universal and Adaptive Graph Upsampling Approach to Mitigate Over-Smoothing in

0:07:38

MOOSComp: Improving Lightweight Long-Context Compressor via Mitigating Over-Smoothing and Incorpor