2 papers
cs.LG2026
AETDICE: Unified Framework and Offline Optimization for Nonlinear Multi-Objective RL
Woosung Kim, Youngjun Suh, Jinho Lee +2
Optimizing nonlinear preferences in multi-objective reinforcement learning (MORL) is essential for capturing complex trade-offs like risk aversion or fairness. However, such non-li…
cs.LG2025
FairDICE: Fairness-Driven Offline Multi-Objective Reinforcement Learning
Woosung Kim, Jinho Lee, Jongmin Lee +1
Multi-objective reinforcement learning (MORL) aims to optimize policies in the presence of conflicting objectives, where linear scalarization is commonly used to reduce vector-valu…