
Parallel Algebraic Effect Handlers
Algebraic effects and handlers support composable and structured control...
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Decomposing reversemode automatic differentiation
We decompose reversemode automatic differentiation into (forwardmode) ...
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Getting to the Point. Index Sets and ParallelismPreserving Autodiff for Pointful Array Programming
We present a novel programming language design that attempts to combine ...
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Differentiating a Tensor Language
How does one compile derivatives of tensor programs, such that the resul...
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Automatically Batching ControlIntensive Programs for Modern Accelerators
We present a general approach to batching arbitrary computations for acc...
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Convolutional Networks on Graphs for Learning Molecular Fingerprints
We introduce a convolutional neural network that operates directly on gr...
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Early Stopping is Nonparametric Variational Inference
We show that unconverged stochastic gradient descent can be interpreted ...
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Gradientbased Hyperparameter Optimization through Reversible Learning
Tuning hyperparameters of learning algorithms is hard because gradients ...
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Firefly Monte Carlo: Exact MCMC with Subsets of Data
Markov chain Monte Carlo (MCMC) is a popular and successful generalpurp...
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Dougal Maclaurin
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