Complexity-calibrated benchmarks for machine learning reveal when prediction algorithms succeed and mislead von Marzen, Sarah E., Riechers, Paul M., Crutchfield, James P.

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Inference, Prediction, & Entropy-Rate Estimation of Continuous-Time, Discrete-Event Processes von Marzen, Sarah E., Crutchfield, James P.

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Probabilistic Deterministic Finite Automata and Recurrent Networks, Revisited von Marzen, Sarah E, Crutchfield, James P

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Informational and Causal Architecture of Discrete-Time Renewal Processes von Marzen, Sarah, Crutchfield, James

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Strange Properties of Linear Reservoirs in the Infinitely Large Limit for Prediction of Continuous-Time Signals von Hsu, Alexander, Marzen, Sarah E.

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Novelty detection improves performance of reinforcement learners in fluctuating, partially observable environments von Marzen, Sarah E.

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Time resolution dependence of information measures for spiking neurons: scaling and universality von Marzen, Sarah E, DeWeese, Michael R, Crutchfield, James P

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The evolution of lossy compression von Marzen, Sarah E., DeDeo, Simon

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Structure and Randomness of Continuous-Time, Discrete-Event Processes von Marzen, Sarah E., Crutchfield, James P.

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Choosing dynamical systems that predict weak input von Marzen, Sarah E.

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Predictive Rate-Distortion for Infinite-Order Markov Processes von Marzen, Sarah E., Crutchfield, James P.

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Correction to: Predictive Rate-Distortion for Infinite-Order Markov Processes von Marzen, Sarah E., Crutchfield, James P.

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Prediction and Dissipation in Nonequilibrium Molecular Sensors: Conditionally Markovian Channels Driven by Memoryful Environments von Marzen, Sarah E., Crutchfield, James P.

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Time cells might be optimized for predictive capacity, not redundancy reduction or memory capacity von Hsu, Alexander, Marzen, Sarah E

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Framework for solving time-delayed Markov Decision Processes von Sawaya, Yorgo, Issa, George, Marzen, Sarah E.

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Nearly maximally predictive features and their dimensions von Marzen, Sarah E, Crutchfield, James P

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Optimized bacteria are environmental prediction engines von Marzen, Sarah E, Crutchfield, James P

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Statistical signatures of structural organization: The case of long memory in renewal processes von Marzen, Sarah E., Crutchfield, James P.

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How efficient coding of binocular disparity statistics in the primary visual cortex influences eye rotation strategy von Marzen, Sarah E, Zylberberg, Joel, DeWeese, Michael R

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Complexity-calibrated Benchmarks for Machine Learning Reveal When Next-Generation Reservoir Computer Predictions Succeed and Mislead von Marzen, Sarah E, Riechers, Paul M, Crutchfield, James P

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