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Tianyuan Zou

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#artificial intelligence Preprint Aug 2026

Auditing and Mitigating Privacy Leakage in Cloud-Edge Collaborative Decoding

CoVeil is proposed, a defense mechanism which dynamically optimizes transmitted signals to suppress leakage during decoding time while preserving the collaborative quality, and consistently improves the privacy-utility trade-off over existing baselines by reducing data leakage.

Ke-Jia Zhang, Tianyuan Zou, Zi-Xuan Gu et al. · 0 citations
Jul 2026

E-Bench: Benchmarking Multi-Step Tool-Use Agents in Real-World Product Scenarios

E-Bench is introduced, a fully synthetic benchmark with 323 state-changing tasks across three product domains: Honor of Kings, QQ Music, and Tencent Meeting, and it shows that multi-step tool use remains challenging: Pass^3 stays below 60% for the strongest models, and even with code execution in the E-Bench-Code exten...

Weihuang Zheng, Tianyuan Zou, Eileen Ye et al. · 1 citation

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