一句话:为权重一元表示的折扣和博弈提出策略迭代的新分析,给出确定性次指数时间上界。
折扣和博弈是有限有向图上两名玩家零和轮流博弈,边带整数权重,收益为无限路径权重的折扣和;玩家1最大化收益,玩家2对抗。该问题属于 NP ∩ coNP,是否存在多项式时间算法是重要公开问题。已有参数化算法中,若折扣因子以一元表示可多项式时间求解,但当折扣因子任意(或二进制表示)而权重为一元时,尚无次指数上界。本文重新分析经典策略迭代算法,针对 n 个顶点、绝对权重不超过 W 的博弈图给出新的运行时上界。由此,当权重为常数或一元表示时,得到确定性次指数时间算法,打破了此前一般指数屏障在此参数设置下的限制。
Turn-based discounted-sum games are two-player zero-sum games played on finite directed graphs. The vertices of the graph are partitioned between player 1 and player 2. Plays are infinite walks on the graph where the next vertex is decided by a player that owns the current vertex. Each edge is assigned an integer weight and the payoff of a play is the discounted-sum of the weights of the play. The goal of player 1 is to maximize the discounted-sum payoff against the adversarial player 2. These games lie in NP ∩ coNP and are among the rare combinatorial problems that belong to this complexity class and the existence of a polynomial-time algorithm is a major open question. Since breaking the general exponential barrier has been a challenging problem, faster parameterized algorithms have been considered. If the discount factor is expressed in unary, then discounted-sum games can be solved in polynomial time. However, if the discount factor is arbitrary (or expressed in binary), but the weights are in unary, none of the existing approaches yield a sub-exponential bound. Our main result is a new analysis technique for a classical algorithm (namely, the strategy iteration algorithm) that present a new runtime bound which is [EQUATION] for game graphs with n vertices and absolute weights of at most W. In particular, our result yields a deterministic sub-exponential bound for games with weights that are constant or represented in unary.
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@inproceedings{AsadiCSU24,
title = {Deterministic Sub-exponential Algorithm for Discounted-sum Games with Unary Weights},
author = {Ali Asadi and Krishnendu Chatterjee and Jakub Svoboda and Raimundo Saona Urmeneta},
booktitle = {LICS},
year = {2024},
doi = {10.1145/3661814.3662080}
}