$\varphi$-Decoding: Adaptive Foresight Sampling for Balanced Inference-Time Exploration and Exploitation

Fangzhi Xu, Hang Yan, Chang Ma +4

Inference-time optimization scales computation to derive deliberate reasoning steps for effective performance. While previous search-based strategies address the short-sightedness…