most citedMCTS-RAG: Enhancing Retrieval-Augmented Generation with Monte Carlo Tree Search

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cs.AI2026

DREAM-R: Multimodal Speculative Reasoning with RL-Based Refined Drafting, Precise Verification, and Fully Parallel Execution

Yunhai Hu, Zining Liu, Xiangyang Yin +5

Speculative reasoning has recently been proposed as a means to accelerate reasoning-intensive generation in large multimodal models, but its effectiveness is often constrained by m…

cs.AI2025

PipeSpec: Breaking Stage Dependencies in Hierarchical LLM Decoding

Bradley McDanel, Sai Qian Zhang, Yunhai Hu +1

Speculative decoding accelerates large language model inference by using smaller draft models to generate candidate tokens for parallel verification. However, current approaches ar…