Hang Yan

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benchmark 1 computer-use agents 1 cross-platform evaluation 1 reward modeling 1 vision-language models 1

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cs.LG2025

$I ¨ $ -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…

I¨-Decoding: Adaptive Foresight Sampling for Balanced Inference-Time Exploration and Exploitation

$I ¨ $ -Decoding: Adaptive Foresight Sampling for Balanced Inference-Time Exploration and Exploitation