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02/13/2021
Mitigating Negative Side Effects via Environment Shaping
Agents operating in unstructured environments often produce negative sid...
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02/08/2021
Learning to Generate Fair Clusters from Demonstrations
Fair clustering is the process of grouping similar entities together, wh...
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08/24/2020
Avoiding Negative Side Effects due to Incomplete Knowledge of AI Systems
Autonomous agents acting in the real-world often operate based on models...
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12/17/2019
Balancing the Tradeoff Between Clustering Value and Interpretability
Graph clustering groups entities – the vertices of a graph – based on th...
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05/22/2019
Minimizing the Negative Side Effects of Planning with Reduced Models
Reduced models of large Markov decision processes accelerate planning by...
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03/02/2019
Lexicographically Ordered Multi-Objective Clustering
We introduce a rich model for multi-objective clustering with lexicograp...
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10/18/2018
