Ben Gutteridge
@benpgutteridge
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Machine Learning PhD candidate at Oxford, working on graphs/geometric DL. Crown class B dungeon master.
Joined January 2020
New paper with @jacobbamberger @leRoux_Scott @epomqo @mmbronstein! Come see our poster at #ICML2025!
🚨 ICML 2025 Paper 🚨 "On Measuring Long-Range Interactions in Graph Neural Networks" We formalize the long-range problem in GNNs: 💡Derive a principled range measure 🔧 Tools to assess models & benchmarks 🔬Critically assess LRGB 🧵 Thread below 👇 #ICML2025
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We will be presenting our new work at Poster Session 4 east, Wed 16th July 4:30pm - 7pm @ ICML 2025 🇨🇦🇨🇦 Come find us there !!
🚨 ICML 2025 Paper 🚨 "On Measuring Long-Range Interactions in Graph Neural Networks" We formalize the long-range problem in GNNs: 💡Derive a principled range measure 🔧 Tools to assess models & benchmarks 🔬Critically assess LRGB 🧵 Thread below 👇 #ICML2025
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You know that **where** messages are propagated is a relevant topic for the design of GNNs and GTs; in this paper we argue that **when** messages are being propagated, and **how fast**, also matter. Come see our poster #214 at 11 am in EH1 w/ @benpgutteridge @mmbronstein
I am happy to share our work on Delayed MPNNs with dynamic rewiring for long-range tasks #ICML23🐌 https://t.co/ca1Q7NAypK It's the first work I supervised, led by @benpgutteridge with @epomqo @mmbronstein A quasi-Oxford collaboration (I am the intruder 🐙) More below :)
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In just 22 hours, 578,000 people have watched this video about Johnson & Johnson's pursuit of secondary patents for bedaquiline and how this will lead to millions being unable to receive curative treatment for tuberculosis. https://t.co/Zy86nQE7lD
#PatientsNotPatents @JNJNews
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In a new post with @Francesco_dgv @benpgutteridge we explain our recent #ICML2023 paper introducing new #GNN mechanisms: dynamic graph rewiring and delayed message (nDRew) https://t.co/leGAAhb29G
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I am happy to share our work on Delayed MPNNs with dynamic rewiring for long-range tasks #ICML23🐌 https://t.co/ca1Q7NAypK It's the first work I supervised, led by @benpgutteridge with @epomqo @mmbronstein A quasi-Oxford collaboration (I am the intruder 🐙) More below :)
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How? 🔹Layer-dependent rewiring, ensuring gradual densification of the graph 🔹A *delay parameter* allowing skip connections between different nodes at previous layers 🔹Multi-hop MP that respects rate of information flow in graphs by incorporating geometric distance
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Our framework: 🔹Is applicable to any MPNN architecture 🔹Provably mitigates over-squashing 🔹Outperforms graph Transformers on a variety of long-range tasks
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Very happy to be able to share ✨DRew: Dynamically Rewired Message Passing with Delay✨ https://t.co/EFpYlULaIt, a collaboration with @Francesco_dgv, @epomqo and @mmbronstein. To appear at #icml2023!🌴 More details below⬇️
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Happy to share our new theoretical work on over-squashing https://t.co/CL3u8jt211 A quasi-Italian job with @lorgiusti @fedzbar @GiuliaLuise1 @pl219_Cambridge @mmbronstein Looking forward to present this at #ICML2023 More details below 🦧
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Interesting audio datasets at NeurIPS this year! Ranging from BNNs applied to mosquito audio @OxHumBug , NLP problems, COVID classification from audio @cecim to DeepFake applications with audio. GatherTown below: ⏰ 07/12/21 17:30 CET 🔗 https://t.co/d8RDHp5qNU [1/2]
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Excited to announce HumBugDB: A large-scale acoustic mosquito dataset, accepted for oral presentation at #NeurIPS2021. We include BCNNs for a) mosquito event detection, b) mosquito species classification. 📜 https://t.co/9mk36mr9Kf
@OxHumBug @Adam_D_Cobb @steve_j_roberts [1/N]
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"It is a Thursday and I am drinking tea at a plastic table, waiting for David to place his order so that we can begin talking about hell." In a brand new essay, Kavya Deshpande explores national service in Singapore and why it is haunted by ghosts.
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ML Twitter: what are your favourite references/tutorials on Bayesian optimization?
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Have you ever asked yourself "how did research get done before LateX?!" Oh boy do I have the thread for you… (1/?)
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UPDATE: #Coronavirus ➡more intensive interventions now needed in UK to slow down #COVID19 spread, reduce pressure on healthcare & protect those most at risk ➡️careful monitoring required when interventions relaxed 🔰Full report: https://t.co/7A77NXZ3iw
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