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Author

Yimin Liu

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Preprint Aug 2026

ActBench: Self-Evolving Benchmark of Behavioral Safety in Cowork Agents

This work defines behavioral safety and introduces ActBench, a self-evolving benchmark that evaluates such behavior risk from execution trajectories rather than final responses, and proposes a dual evidence verification mechanism that verifies agent execution safety and utility through log evidence and LLM-based trajec...

H. Yao, Yimin Liu, Meihui Chen et al. · 0 citations
Book Open access Aug 2026

Spillway: Orchestrating DPU and Host into a Unified vSwitching Fabric

Spillway introduces a DPU-host hybrid data plane that repurposes idle host CPU resources to process spillover traffic when the DPU becomes the bottleneck, and decouples virtual switching capacity from static DPU hardware limits.

Xiaochong Jiang, Dian Fan, Yilong Lv et al. · 0 citations

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