Samuel Ainsworth

3 papers · 2019–2023 · 3 venues · across top CS/AI venues

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Achievements

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🌍 Conference Polyglot · Bronze 🌉 Interdisciplinary Bridge · Bronze 🐣 Hot Topic Early Bird

Venues

ICLR (1) L4DC (1) NeurIPS (1)

Top co-authors

Siddhartha Srinivasa (3) John Thickstun (1) Zaïd Harchaoui (1) Jonathan Hayase (1) Kendall Lowrey (1) Matt Barnes (1)

Research topics

Deep Learning (2) Machine Learning (2) Reinforcement Learning (2) Methods (2) Application Areas (1) Learning Types (1) Optimization & Theory · Deep Learning (1) Optimization & Theory · Machine Learning (1)

Keywords

reinforcement learning (1) policy gradient (1) sample complexity (1) policy learning (1) model merging (1) neural network optimization (1) adaptive discretization (1) regret bound (1) weight space (1) backpropagation through time (1) linear mode connectivity (1) permutation symmetry (1) continuous-time system (1) continuous-time gradient (1) emergency stop (1) exploration reduction (1)

Papers

Git Re-Basin: Merging Models modulo Permutation Symmetries ICLR 2023 Faster Policy Learning with Continuous-Time Gradients L4DC 2021 Mo' States Mo' Problems: Emergency Stop Mechanisms from Observation NeurIPS 2019