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  • title: Let the Flows Tell: Solving Graph Combinatorial Problems with GFlowNets
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            Let the Flows Tell: Solving Graph Combinatorial Problems with GFlowNets
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            Let the Flows Tell: Solving Graph Combinatorial Problems with GFlowNets

            Dec 10, 2023

            Speakers

            DZ

            Dinghuai Zhang

            Speaker · 2 followers

            HD

            Hanjun Dai

            Speaker · 1 follower

            NM

            Nikolay Malkin

            Speaker · 1 follower

            About

            Combinatorial optimization (CO) problems are often NP-hard and thus out of reach for exact algorithms, making them a tempting domain to apply machine learning methods. The highly structured constraints in these problems can hinder either optimization or sampling directly in the solution space.On the other hand, GFlowNets have recently emerged as a powerful machinery to efficiently sample from composite unnormalized densities sequentially and have the potential to amortize such solution-searching…

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            NeurIPS 2023

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