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Benjamin Paul Chamberlain

4 papers · 2022–2023 · 1 venue · across top CS/AI venues

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Achievements

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🌉 Interdisciplinary Bridge · Silver

Venues

ICLR (4)

Top co-authors

Michael M. Bronstein (4) Siddhartha Mishra (1) Nils Yannick Hammerla (1) Sergey Shirobokov (1) Jake Topping (1) Edoardo Cetin (1) Emanuele Rossi (1) Max Hansmire (1) Francesco Di Giovanni (1) Jonathan J Hunt (1)

Research topics

Deep Learning (4) Architectures (3) Machine Learning (2) Optimization & Theory (2) Mathematics & Optimization (1) Reinforcement Learning (1) Learning Types (1) Mathematics (1) Methods (1) Techniques (1)

Keywords

graph neural network (3) message passing (3) link prediction (1) information bottleneck (1) off-policy learning (1) latent representation (1) node classification (1) on-policy learning (1) hyperbolic space (1) graph rewiring (1) triangle counting (1) graph curvature (1) gradient gating (1) subgraph sketching (1) deep reinforcement learning (1) hash-based method (1) representation learning (1)

Papers

Gradient Gating for Deep Multi-Rate Learning on Graphs ICLR 2023 Graph Neural Networks for Link Prediction with Subgraph Sketching ICLR 2023 Hyperbolic Deep Reinforcement Learning ICLR 2023 Understanding over-squashing and bottlenecks on graphs via curvature ICLR 2022