Gordon Plotkin
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Effect Handlers and Choice-Based Learning in JAX
Shangyin Tan
Ningning Xie
NeurIPS Machine Learning for Systems Workshop (2023)
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Choice-based learning is a programming paradigm for expressing learning system in terms of choices and losses. We explore a practical implementation of choice-based learning in JAX by combining two techniques in a novel way: algebraic effects and the selection monad. We describe the design and implementation of our library, explore its usefulness for real-world applications like hyperparameter tuning and deep reinforcement learning, and compare it with existing approaches.
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