JMLR

Convergence and sample complexity of natural policy gradient primal-dual methods for constrained MDPs

Dongsheng Ding, Kaiqing Zhang, Jiali Duan, Tamer Başar, Mihailo R. Jovanović

机构 * University of Tennessee, Knoxville（田纳西大学） ； University of Maryland, College Park（马里兰大学） ； Apple Inc.（苹果公司） ； University of Illinois Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校） ； University of Southern California（南加州大学） 纠错

Comments 76 pages, 4 figures, 2 tables; Journal version of the NeurIPS 2020 paper; Accepted to JMLR

An Adaptive Parameter-free and Projection-free Restarting Level Set Method for Constrained Convex Optimization Under the Error Bound Condition

Qihang Lin, Negar Soheili, Runchao Ma, Selvaprabu Nadarajah

Comments Accepted by Journal of Machine Learning Research