Short-Term Pain for Long-Term Gain: Adaptive Experiment with Post-Commitment Reward Shift

Puping Jiang, Wei Tang

Decision-makers in learning environments face a dilemma when their short-term optimal actions may not favor their long-term benefits the most. To understand the fundamental tradeof…