Marcel Torne

Freeform Preference Learning for Robotic Manipulation

Marcel Torne, Anubha Mahajan, Abhijnya Bhat, Chelsea Finn

Reward design remains a central bottleneck for autonomous robot policy improvement, especially in long-horizon manipulation tasks where sparse success labels provide too little signal and binary preferences collapse many competing notions of quality into one ambiguous signal. We…Read more