Generative AI for discovering porous oxide materials for next-generation energy storage

• Generative AI explores porous TMOs for multivalent-ion battery materials discovery

• CDVAE generates diverse and novel TMO structures with potential for energy applications

• LLM generates stable TMO-based structures close to thermodynamic equilibrium

• AI-driven discovery identifies open-tunnel oxides for high-performance multivalent batteries