Scholar
Benjamin Gutteridge
Google Scholar ID: CeL40hYAAAAJ
DPhil Candidate, University of Oxford
Citations & Impact
Citations
181
H-index
4
i10-index
4
Publications
7
Co-authors
2
list available
Publications
Resume (English only)
Academic Achievements
- May 2025: Co-first-authored paper “On Measuring Long-Range Interactions in Graph Neural Networks” (with Jacob Bamberger and Scott le Roux) accepted to ICML 2025
- December 2024: Paper “Judge a Book by Its Cover: Investigating Multi-Modal LLMs for Multi-Page Handwritten Document Transcription” accepted to DocUI@AAAI-25 workshop
- April 2023: First-author paper “DRew: Dynamically Rewired Message Passing with Delay” accepted to ICML 2023
- July 2023: DRew discussed in keynote by Michael Bronstein at TAG-ML workshop, ICML 2023
- August 2023: DRew featured in @michael_galkin’s ICML 2023 graph ML roundup blog
- June 2023: Presented DRew to LoGG reading group; blog post published on Towards Data Science
Background
- Fourth-year DPhil candidate in the Machine Learning Research Group at the University of Oxford
- Member of the Autonomous Intelligent Machines and Systems Centre for Doctoral Training (AIMS CDT)
- Research interests include: Graph neural networks (message passing NNs and graph Transformers), particularly long-range interactions, over-smoothing, and over-squashing problems
- Large language models (LLMs), especially in-context learning and long-context reasoning
- AI for document processing
- Deep learning for biology
- Inductive biases in deep learning
