Pathwise solutions refer to solving stochastic differential equations while ensuring results hold for almost every path of the underlying stochastic process, focusing on trajectories over time. This approach emphasizes the realization-specific analysis of random systems to capture nuanced behavior of stochastic processes over individual sample paths.