이진욱님의 블로그

https://arxiv.org/pdf/2404.05955

https://arxiv.org/pdf/2402.04494

https://arxiv.org/pdf/2408.09858

https://arxiv.org/pdf/2408.10701

AlphaZero-Style Search: An enhancement of MCTS that combines deep neural networks with tree search. This approach, popularized by AlphaZero, uses a policy network to guide the search and a value network to evaluate positions, which can outperform standard MCTS by focusing the search on more promising branches.Best-First Search (A):* Best-First Search algorithms, such as A*, prioritize expanding ..

https://arxiv.org/abs/2402.14083.

https://arxiv.org/pdf/2407.00782We introduce Step-Controlled DPO (SCDPO), which we empirically show improves the performance of DPO in enhancing LLMs’ mathematical reasoning abilities. We also conduct qualitative analysis of credit assignment of SCDPO. • We conduct experiments on chain-of-thought and code-integrated solutions, showing that SCDPO can effectively improve mathematical problem-solvi..

https://arxiv.org/abs/2404.12358

https://arxiv.org/abs/2404.14367

https://arxiv.org/pdf/2402.19446