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Leveraging Sparsity for Efficient Submodular Data Summarization
The facility location problem is widely used for summarizing large datasets and has additional applications in sensor placement, image retrieval, and clustering.
Exact MAP Inference by Avoiding Fractional Vertices
We require that the number of fractional vertices in the LP relaxation exceeding the optimal solution is bounded by a polynomial in the problem size.
Experimental Design for Cost-Aware Learning of Causal Graphs
We consider the minimum cost intervention design problem: Given the essential graph of a causal graph and a cost to intervene on a variable, identify the set of interventions with minimum total cost that can learn any causal graph with the given essential graph.
Composing Normalizing Flows for Inverse Problems
We approach this problem as a task of conditional inference on the pre-trained unconditional flow model.
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