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Arxiv
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Learning with Local Search MCMC Layers
- Integrating combinatorial optimization layers into neural networks has attracted significant research interest.
- Existing approaches lack theoretical guarantees or fail with inexact solvers.
- A new theoretically-principled approach for learning with inexact combinatorial solvers is proposed.
- MCMC is implemented on the combinatorial space of feasible solutions to reduce computational burden in learning.
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