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Combinatorial Optimization

Combinatorial Optimization is a category of problems which requires optimizing a function over a combination of discrete objects and the solutions are constrained. Examples include finding shortest paths in a graph, maximizing value in the Knapsack problem and finding boolean settings that satisfy a set of constraints. Many of these problems are NP-Hard, which means that no polynomial time solution can be developed for them. Instead, we can only produce approximations in polynomial time that are guaranteed to be some factor worse than the true optimal solution.

Source: Recent Advances in Neural Program Synthesis

Papers

Showing 11011125 of 1277 papers

TitleStatusHype
Composing photomosaic images using clustering based evolutionary programming0
Accelerating E-Commerce Search Engine Ranking by Contextual Factor Selection0
Smoothed analysis for low-rank solutions to semidefinite programs in quadratic penalty form0
Cakewalk Sampling0
Memcomputing: Leveraging memory and physics to compute efficiently0
Machine Learning Methods for Data Association in Multi-Object Tracking0
Discrepancy-based Evolutionary Diversity Optimization0
Graph2Seq: Scalable Learning Dynamics for Graphs0
Reinforcement Learning for Solving the Vehicle Routing ProblemCode0
When can l_p-norm objective functions be minimized via graph cuts?0
Spatial Field Reconstruction and Sensor Selection in Heterogeneous Sensor Networks with Stochastic Energy Harvesting0
Long Term Memory Network for Combinatorial Optimization Problems0
Evaluation of bioinspired algorithms for the solution of the job scheduling problem0
Maximizing Submodular or Monotone Approximately Submodular Functions by Multi-objective Evolutionary Algorithms0
Scalable Relaxations of Sparse Packing Constraints: Optimal Biocontrol in Predator-Prey Network0
Sensor Selection and Random Field Reconstruction for Robust and Cost-effective Heterogeneous Weather Sensor Networks for the Developing World0
Deep Learning as a Mixed Convex-Combinatorial Optimization ProblemCode0
The Exact Solution to Rank-1 L1-norm TUCKER2 DecompositionCode0
Reparameterizing the Birkhoff Polytope for Variational Permutation Inference0
EB-GLS: An Improved Guided Local Search Based on the Big Valley Structure0
Inference in Graphical Models via Semidefinite Programming Hierarchies0
Solving a New 3D Bin Packing Problem with Deep Reinforcement Learning Method0
INGEOTEC at SemEval 2017 Task 4: A B4MSA Ensemble based on Genetic Programming for Twitter Sentiment Analysis0
Semantic Dependency Parsing via Book Embedding0
Protein design by multiobjective optimization: evolutionary and non-evolutionary approaches0
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