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Policy Iteration for Pareto-Optimal Policies in Stochastic Stackelberg Games
In general-sum stochastic games, a stationary Stackelberg equilibrium (SSE) does not always exist, in which the leader maximizes leader's return for all the initial states when the follower takes the best response against the leader's policy.
Stepwise Alignment for Constrained Language Model Policy Optimization
This paper formulates a human value alignment as a language model policy optimization problem to maximize reward under a safety constraint and then proposes an algorithm called Stepwise Alignment for Constrained Policy Optimization (SACPO).
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