Author

Taian Guo

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#artificial intelligence Preprint Sep 2026

WFM: Wiki Foundation Model for Complex Agentic Reasoning

This work formalizes a Wiki Graph schema that seamlessly bridges fine-grained structures with dense contexts, maintaining explicit topologies alongside continuous semantics and engineer an infrastructural NCCL boundary exchange protocol that hoists static partition indices and leverages fixed-shape GPU-to-GPU collectiv...

Jun-Nan Dong, Lin-Hao Luo, Sen-Lei Zhang et al. · 0 citations

Preprint Jul 2026

RSPO: Reward-Swap Policy Optimization for Multi-Turn LLM Agents

Reinforcement learning holds significant potential for training large language models to handle multi-turn interactive tasks, but directly training with outcome rewards often results in slow convergence due to the sparsity of signals and the lack of fine-grained feedback.

Qiang Liu, Taian Guo, Ruizhi Qiao et al. · 0 citations