Humanline: Online Alignment as Perceptual Loss

1. 1Understand prospect theory from behavioral economics and its application to online alignment
2. 2Recognize how online on-policy sampling improves the approximation of human-perceived distribution
3. 3Apply PPO/GRPO-style clipping to recover perceptual bias in human perception

ML researchers and AI engineers benefit from this research as it provides insights into the effectiveness of online alignment methods, such as PPO and GRPO, and their ability to better capture human perceptions

💡 Online alignment methods can better capture human perceptions due to improved approximation of human-perceived distribution

💡 Online alignment beats offline alignment by better matching human perceptions #AI #ML