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TopologyAware RouteConsistency Modeling (TRCM), which reuses node representations from a standard autoregressive construction pipeline to predict pairwise same-route probabilities and injects them into customer selection as a route-consistency signal, supports explicit route-consistency modeling as an effective structu...
Recent 3D foundation models can generate high-quality assets from a single image, but degrade markedly on unconstrained multi-image inputs, often producing distorted geometry, over-smoothed textures, and chaotic colors. We argue that this failure stems not from limited model capacity, but from a mismatch between single...
This study introduces an end-to-end framework that integrates constraint-oriented hypergraph neural networks with reinforcement learning to address these challenges in vehicle routing problems and achieves state-of-the-art solution quality.
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