Single‐atom noble metals on a catalyst support tend to migrate and agglomerate into nanoparticles owing to high surface free energy at elevated temperatures. Temperature‐induced structure reconstruction of a support can firmly anchor single‐atom Pt species to adapt to a high‐temperature environment. We used Mn₃O₄ as a restructurable support to load single‐atom Pt and further turned into single‐atom Pt‐on‐Mn₂O₃ catalyst via high‐temperature treatment, which is extremely stable under calcination conditions of 800 °C for 5 days in humid air. High‐valence Pt⁴⁺ with more covalent bonds on Mn₂O₃ are essential for anchoring isolated Pt atoms by strong interaction. An optimized catalyst formed by moderate H₂O₂ etching exhibits the best performance and excellent thermal stability of single‐atom Pt in high‐temperature CH₄ oxidation on account of more exposed Pt atoms and strong Pt‐Mn₂O₃ interaction.