@article{aprobabilisticinferenceapproachto, title = {A Probabilistic Inference Approach to Inference-Time Scaling of LLMs using Particle-Based Monte Carlo Methods}, author = {Isha Puri and Shivchander Sudalairaj and Guangxuan Xu and Kai Xu and Akash Srivastava}, year = {2025}, eprint = {2502.01618}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2502.01618v2}, }