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

arXiv:2609.27869v1 Announce Type: new Abstract: Long-horizon multimodal agents rely on specialized capabilities for perception, retrieval, reasoning, verification, and execution. Existing designs typically activate a fixed capability set or invoke a predefined