1 Introduction Constrained Reinforcement Learning(CRL),modeled as a Constrained Markov Decision Process(CMDP)[1,2],is commonly used to address applications with security restrictions.Previous works[3]primarily focused...1 Introduction Constrained Reinforcement Learning(CRL),modeled as a Constrained Markov Decision Process(CMDP)[1,2],is commonly used to address applications with security restrictions.Previous works[3]primarily focused on the single-constraint issue,overlooking the more common multi-constraint setting which involves extensive computations and combinatorial optimization of multiple Lagrange multipliers.展开更多
The Chinese Marrow Donor Program （CMDP） signed an agreement on Monday with its Japanese counterpart to cooperate in hematopoietic stem cell transplant. Under the agreement, the two marrow banks will seek cell donors...The Chinese Marrow Donor Program （CMDP） signed an agreement on Monday with its Japanese counterpart to cooperate in hematopoietic stem cell transplant. Under the agreement, the two marrow banks will seek cell donors for leukemia patients by sharing marrow reserves information.展开更多
基金supported by the Fundamental Research Funds for the Central Universities(No.2023JBZX011)the Aeronautical Science Foundation of China(No.202300010M5001).
文摘1 Introduction Constrained Reinforcement Learning(CRL),modeled as a Constrained Markov Decision Process(CMDP)[1,2],is commonly used to address applications with security restrictions.Previous works[3]primarily focused on the single-constraint issue,overlooking the more common multi-constraint setting which involves extensive computations and combinatorial optimization of multiple Lagrange multipliers.
文摘The Chinese Marrow Donor Program （CMDP） signed an agreement on Monday with its Japanese counterpart to cooperate in hematopoietic stem cell transplant. Under the agreement, the two marrow banks will seek cell donors for leukemia patients by sharing marrow reserves information.
