Google DeepMind’s MONA: Innovative Framework to Combat Multi-Step Reward Hacking in Reinforcement Learning Models
Reinforcement learning (RL) helps machines learn the best actions by using reward systems. However, as tasks become more complicated, agents may exploit these rewards in unexpected ways, leading to issues like reward hacking. This is especially challenging in multi-step tasks where one wrong action can impact the overall outcome and be hard to spot. Google ...
