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04/30/2023
Scaling Pareto-Efficient Decision Making Via Offline Multi-Objective RL
The goal of multi-objective reinforcement learning (MORL) is to learn po...
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04/15/2023
Tractable Control for Autoregressive Language Generation
Despite the success of autoregressive large language models in text gene...
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11/22/2022
Sparse Probabilistic Circuits via Pruning and Growing
Probabilistic circuits (PCs) are a tractable representation of probabili...
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09/18/2020
Group Fairness by Probabilistic Modeling with Latent Fair Decisions
Machine learning systems are increasingly being used to make impactful d...
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07/18/2020