Platinum chalcogenides (S, Se, Te) for efficient electrochemical hydrogen evolution: structure–activity relationships, optimization strategies, and future perspectives

techniques integrated with theoretical modeling, and AI-accelerated catalyst discovery. This review provides a framework for advancing PtX toward practical, cost-effective hydrogen production.