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This paper presents an initial approach in an attempt to integrate powerful propositional planning tools within a general planning process possibly involving both numerical and symbolic uncertainties. Recently developed propositional approaches to planning allow to build and search efficiently a planning graph. Yet, handling uncertainty and numerical optimization criteria within such frameworks remains difficult. A potentially powerful solution is to combine symbolic reasoning tools withdblp:conf/puk/FabianiM00 fatcat:it5kpe54hzazfmv3g5gqr3wsxm