Utility-Constrained Policy Optimization

In three linesPaper introduces a methodology for risk-sensitive constrained MDPs (UCMDPs). Unlike standard CMDPs, the framework allows constraint limits adjustment without retraining and avoids solutions mixing infrequent catastrophic behaviors with excessive conservatism. Results on Safety Gymnasium benchmarks.

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