Stanford Advisors


2024-25 Courses


All Publications


  • Transformer-Based Model Predictive Control: Trajectory Optimization via Sequence Modeling IEEE ROBOTICS AND AUTOMATION LETTERS Celestini, D., Gammelli, D., Guffanti, T., D'Amico, S., Capello, E., Pavone, M. 2024; 9 (11): 9820-9827
  • Transformers for Trajectory Optimization with Application to Spacecraft Rendezvous Guffanti, T., Gammelli, D., D'Amico, S., Pavone, M., IEEE IEEE. 2024
  • Learning to Control Autonomous Fleets from Observation via Offline Reinforcement Learning Schmidt, C., Gammelli, D., Pereira, F., Rodrigues, F., IEEE IEEE. 2024: 1399-1406
  • Real-time Control of Electric Autonomous Mobility-on-Demand Systems via Graph Reinforcement Learning Singh, A., Gammelli, D., Luke, J., Gopalakrishnan, K., Helmreich, D., Pavone, M., IEEE IEEE. 2024: 1407-1414
  • Graph Neural Network Reinforcement Learning for Autonomous Mobility-on-Demand Systems Gammelli, D., Yang, K., Harrison, J., Rodrigues, F., Pereira, F. C., Pavone, M., IEEE IEEE. 2021: 2996-3003