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Ankur Naskar, Vaneet Aggarwal

Public reference bibliography and cataloged PDF materials authored or published by Ankur Naskar, Vaneet Aggarwal.

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Sample-Efficient Reinforcement Learning with General Utilities via Neural Dual Critics

Year: 2026 • Source: arxiv.org • Listed PDF

Reinforcement learning with general utilities optimizes nonlinear functionals of policy-induced occupancy measures. We develop a natural actor-critic method for concave RLGU objectives admitting an exact variational dual...