Learning What to Activate: Combinatorial Capability Allocation for Long-Horizon Multimodal Agents

Wenhao Yuan, Chenchen Lin, Jian Chen +3

Long-horizon multimodal agents rely on specialized capabilities for perception, retrieval, reasoning, verification, and execution. Existing designs typically activate a fixed capab…