Mingyang Zhao

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.