S Roberts

3 papers · 2021–2023 · 2 venues · across top CS/AI venues

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Achievements

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🌍 Conference Polyglot · Bronze 🌉 Interdisciplinary Bridge · Bronze 🗺️ Taxonomy Completionist (10) 🐣 Hot Topic Early Bird 🏆 Keyword Champion

Venues

NeurIPS (2) ICLR (1)

Top co-authors

Jack Parker-Holder (1) Oleh Rybkin (1) Aldo Pacchiano (1) Christopher C Holmes (1) Matthew JF Willetts (1) Edward Grefenstette (1) Alexander Camuto (1) Tim Rocktäschel (1) Tom Rainforth (1) Arnu Pretorius (1)

Research topics

Deep Learning (3) Artificial Intelligence (2) Machine Learning (2) Core AI (2) Reinforcement Learning (1) Architectures (1) Core Methods (1) Learning Types · Machine Learning (1) Learning Types · Deep Learning (1) Methods (1) Models (1) Optimization & Theory (1)

Keywords

information theory (1) active learning (1) deep reinforcement learning (1) reinforcement learning (1) adversarial robustness (1) adversarial attack (1) disentangled representation (1) partial differential equation (1) variational autoencoder (1) physics-informed learning (1) zero-shot generalization (1) world model (1) reward-free exploration (1) neural operator (1) self-supervised exploration (1) hierarchical vae (1) triangular mesh (1) boundary geometry (1)

Papers

Nonparametric Boundary Geometry in Physics Informed Deep Learning NeurIPS 2023 Learning General World Models in a Handful of Reward-Free Deployments NeurIPS 2022 Improving VAEs' Robustness to Adversarial Attack ICLR 2021