Spatial crowdsourcing (SC) plays a vital role in smart cities. Task allocation is a crucial problem in spatial crowdsourcing, which directly determines the quality and efficiency of task completion.

Effective task allocation has become a critical challenge for multi-robot systems operating in dynamic environments like search and rescue. Traditional methods, often based on static data and ...