为什么重要：As AI agents move from chat interfaces to systems
that read private data, call tools, and execute multi-step workflows, guardrails become a last
line of defense against concrete deployment harms. In t
为什么重要：Multi-agent pathfinding (MAPF) is a widely used
abstraction for multi-robot trajectory planning problems, where multiple homogeneous agents move
simultaneously within a shared environment. Although so
为什么重要：Evaluating instruction-guided image edits requires
rewards that reflect subtle human preferences, yet current reward models typically depend on
large-scale preference annotation and additional model t