Fair Deep Reinforcement Learning with Generalized Gini Welfare Functions. - Guanbao Yu; Umer Siddique; Paul Weng (AAMAS Workshops, 2023)

Fair Deep Reinforcement Learning with Preferential Treatment. - Guanbao Yu; Umer Siddique; Paul Weng (ECAI, 2023)

From fair solutions to compromise solutions in multi-objective deep reinforcement learning. - Junqi Qian; Umer Siddique; Guanbao Yu; Paul Weng (Neural Comput. Appl., 2025)