Xinyu Zhang

Amortized batch black-box optimization via flow matching generates variable-size batches in constant time, outperforming traditional methods on expensive optimization tasks.

Robot policies can now explicitly track and act upon physical time, unlocking robust performance in tasks requiring precise temporal reasoning and long-term memory.