VTV-FM enables second-order flow matching via a minimum-acceleration variational terminal-velocity closure for static data, improving transport geometry and generation quality.
HyCO hybridizes RL and diffusion solvers for combinatorial optimization, theoretically and empirically achieving lower regret via adaptive prefix construction and regime-switching.
UniPath adaptively selects reasoning paths across understanding and generation to improve unified multimodal reasoning via diverse coordination strategies.