Benjamin Gutteridge
YOU?
Author Swipe
On Measuring Long-Range Interactions in Graph Neural Networks Open
Long-range graph tasks -- those dependent on interactions between distant nodes -- are an open problem in graph neural network research. Real-world benchmark tasks, especially the Long Range Graph Benchmark, have become popular for validat…
Judge a Book by its Cover: Investigating Multi-Modal LLMs for Multi-Page Handwritten Document Transcription Open
Handwritten text recognition (HTR) remains a challenging task, particularly for multi-page documents where pages share common formatting and contextual features. While modern optical character recognition (OCR) engines are proficient with …
View article: On Vanishing Gradients, Over-Smoothing, and Over-Squashing in GNNs: Bridging Recurrent and Graph Learning
On Vanishing Gradients, Over-Smoothing, and Over-Squashing in GNNs: Bridging Recurrent and Graph Learning Open
Graph Neural Networks (GNNs) are models that leverage the graph structure to transmit information between nodes, typically through the message-passing operation. While widely successful, this approach is well known to suffer from the over-…
DRew: Dynamically Rewired Message Passing with Delay Open
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. This can be largely attributed to message passing only occur…
The HumBug Challenge: ComParE 2022 Open
A large-scale multi-species dataset of acoustic recordings Dataset compatible with two papers: The Computational Paralinguistics ChallengE (ComParE): Mosquito Event Detection Task https://github.com/EIHW/ComParE2022/tree/MOS-C An update to…
HumBugDB: A Large-scale Acoustic Mosquito Dataset Open
This paper presents the first large-scale multi-species dataset of acoustic recordings of mosquitoes tracked continuously in free flight. We present 20 hours of audio recordings that we have expertly labelled and tagged precisely in time. …
HumBug – An Acoustic Mosquito Monitoring Tool for use on budget smartphones Open
Mosquito surveys are time‐consuming, expensive and can provide a biased spatial sample of occurrence data—the data often representing the location of the surveys, not the occurrence of the mosquitoes. We present the HumBug project, an acou…
HumBugDB: a large-scale acoustic mosquito dataset Open
A large-scale multi-species dataset of acoustic recordings\n\nDataset accompanying code and paper: HumBugDB: a large-scale acoustic mosquito dataset.\n\nA large-scale multi-species dataset containing recordings of mosquitoes collected from…