SHIELD combines Mixture-of-Depths sparsity and context-aware clustering to outperform prior unified neural solvers on multi-task, multi-distribution vehicle routing.
SHIELD is the superior model even when tested on problem sizes larger than those it was trained on
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SHIELD: Multi-task Multi-distribution Vehicle Routing Solver with Sparsity and Hierarchy
SHIELD combines Mixture-of-Depths sparsity and context-aware clustering to outperform prior unified neural solvers on multi-task, multi-distribution vehicle routing.