Author

Zhi-Hao Tan

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On the Privacy-Preserving Capabilities of PAVE Specifications in Learnware ∗

This paper formalizes two specification-induced risks in the learnware paradigm and shows that the resulting DP guarantees control both disclosure risk and amplification risk, and analyzes the induced privacy–utility trade-off to guide effective learn-ware identification while preserving privacy.

Hao-Yi Lei, Jin-Hui Wu, Zhi-Hao Tan et al. · 0 citations

Book Open access Aug 2026

Constructive Specification for Plug-and-Play Learnware Agents

This work operationalizes constructive specification with constructive specification, which builds hierarchical capability representations from limited profiling over diverse benchmarks, using an optimism-guided profiler that prioritizes informative regions and prunes low-utility areas with guarantees, and enables plug-and-play identification of lightweight agents.

Jian-Dong Liu, Zi-Chen Zhao, Haodong Sun et al. · Proceedings of the 32nd ACM... · 1 citation