Materials used in nanoscale thermal actuators must exhibit high thermal expansion coefficients, good thermal conductivity, and mechanical robustness. Common materials include polymers, metals like aluminum and gold, and alloys such as nickel-titanium (Nitinol). These materials are chosen based on their specific thermal and mechanical properties to meet the desired actuation requirements.