2 papers
cs.LG2024
Contractual Reinforcement Learning: Pulling Arms with Invisible Hands
Jibang Wu, Siyu Chen, Mengdi Wang +2
The agency problem emerges in today's large scale machine learning tasks, where the learners are unable to direct content creation or enforce data collection. In this work, we prop…
q-bio.BM2024
Tree Search-Based Evolutionary Bandits for Protein Sequence Optimization
Jiahao Qiu, Hui Yuan, Jinghong Zhang +3
While modern biotechnologies allow synthesizing new proteins and function measurements at scale, efficiently exploring a protein sequence space and engineering it remains a dauntin…