Author

Hui-Shu Xue

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#natural language process... Preprint Sep 2026

TomasuLLM: Out-of-Order Speculative Execution for LLM Agents

Long-running tools can dominate coding-agent latency: compilers, test suites, and repository commands take seconds to minutes while the agent idles. This observation stall presents the same tension that drove out-of-order processors -- asequential interface hides work that can be predicted and started early, but a spec...

Jiang-Nan Yu, Ce-Yu Xu, Meng-Ming Li et al. · 0 citations

#artificial intelligence Preprint Sep 2026

CAPEX: Efficiently Distilling Foundation Model Behavior into Deployable Robot Policies through Experience-Adaptive Reasoning

CAPEX, an experience-conditioned demonstration collection framework that uses execution experience from previous attempts to adapt how frequently the foundation model must observe, reason, and replan, is introduced and suggests that foundation models can serve as scalable sources of reusable robot experience.

Shivam Aarya, Xi-Jia Zhang, Cheng-Yue Huang et al. · 0 citations