A Farewell to Arms: Sequential Reward Maximization on a Budget with a Giving Up Option

P Sharoff, Nishant A. Mehta, Ravi Ganti

We consider a sequential decision-making problem where an agent can take one action at a time and each action has a stochastic temporal extent, i.e., a new action cannot be taken u…