Search Results for author: Benjamin Gutteridge

Found 2 papers, 2 papers with code

DRew: Dynamically Rewired Message Passing with Delay

1 code implementation13 May 2023 Benjamin Gutteridge, Xiaowen Dong, Michael Bronstein, Francesco Di Giovanni

Message passing neural networks (MPNNs) have been shown to suffer from the phenomenon of over-squashing that causes poor performance for tasks relying on long-range interactions.

Graph Classification Graph Regression +3

HumBugDB: A Large-scale Acoustic Mosquito Dataset

1 code implementation14 Oct 2021 Ivan Kiskin, Marianne Sinka, Adam D. Cobb, Waqas Rafique, Lawrence Wang, Davide Zilli, Benjamin Gutteridge, Rinita Dam, Theodoros Marinos, Yunpeng Li, Dickson Msaky, Emmanuel Kaindoa, Gerard Killeen, Eva Herreros-Moya, Kathy J. Willis, Stephen J. Roberts

Our extensive dataset is both challenging to machine learning researchers focusing on acoustic identification, and critical to entomologists, geo-spatial modellers and other domain experts to understand mosquito behaviour, model their distribution, and manage the threat they pose to humans.

Cultural Vocal Bursts Intensity Prediction

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