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predictive information

7 papers

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mutual information (4) representation learning (3) multi-task learning (2) input feature (1) variational information (1) pac-style guarantee (1) sequence data (1) linear dimensionality reduction (1) masked reconstruction (1) neural network explanation (1)

Papers

Capacity and Redundancy Trade-offs in Multi-Task Learning UAI 2026 PI-QT-Opt: Predictive Information Improves Multi-Task Robotic Reinforcement Learning at Scale CoRL 2022 Fine-Grained Neural Network Explanation by Identifying Input Features with Predictive Information NeurIPS 2021 Representation Learning for Sequence Data with Deep Autoencoding Predictive Components ICLR 2021 A Theory of Usable Information under Computational Constraints ICLR 2020 Predictive Information Accelerates Learning in RL NeurIPS 2020 Unsupervised Discovery of Temporal Structure in Noisy Data with Dynamical Components Analysis NeurIPS 2019