Optimization
Decision-aware learning for geographical districting
Neural Information Processing Systems
Districting is a complex combinatorial problem that consists in partitioning a geographical area into small districts.
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Active Sequential Posterior Estimation for Sample-Efficient Simulation-Based Inference
Neural Information Processing Systems
ASNPE brings an active learning scheme into the inference loop to estimate the utility of simulation parameter candidates to the underlying probabilistic model.
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- Europe > Germany > Bavaria > Upper Bavaria > Munich (0.04)
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- Transportation > Ground > Road (0.46)
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- Europe > Montenegro (0.04)
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- South America > Chile > Santiago Metropolitan Region > Santiago Province > Santiago (0.04)
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- Research Report > New Finding (1.00)
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- Information Technology > Artificial Intelligence > Representation & Reasoning > Optimization (0.93)
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- North America > United States > California > Santa Clara County > Palo Alto (0.04)
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- Information Technology > Artificial Intelligence > Machine Learning > Neural Networks > Deep Learning (0.96)
- Information Technology > Artificial Intelligence > Natural Language > Large Language Model (0.71)
- Information Technology > Artificial Intelligence > Machine Learning > Reinforcement Learning (0.69)
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Convergence of log (1 /ϵ) for Gradient-Based Algorithms in Zero-Sum Games without the Condition Number: A Smoothed Analysis
Neural Information Processing Systems
LP-based techniques struggling to scale favorably in large instances.
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- North America > United States > California > Los Angeles County > Pasadena (0.04)
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- Information Technology > Artificial Intelligence > Machine Learning > Statistical Learning (0.68)
- Information Technology > Artificial Intelligence > Representation & Reasoning > Optimization (0.67)
- Information Technology > Artificial Intelligence > Machine Learning > Neural Networks (0.67)
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- Asia > China > Beijing > Beijing (0.04)
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- Europe > Germany > Baden-Württemberg > Tübingen Region > Tübingen (0.14)
- Europe > Germany > Bavaria > Upper Bavaria > Munich (0.04)
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