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Lvda Chen

2 accepted papers

2026

MaskCO: Masked Generation Drives Effective Representation Learning and Exploiting for Combinatorial Optimization

ICLR 2026poster

Neural combinatorial optimization (NCO) has long been anchored in paradigms like solution construction or improvement that treat the solution as a monolithic reference, squandering the rich local decision patterns embedded in high-quality solutions. Inspired by self-supervised pretraining breakthro…

Cited by 0SourceScholar
2025

Generation as Search Operator for Test-Time Scaling of Diffusion-based Combinatorial Optimization

NeurIPS 2025poster

While diffusion models have shown promise for combinatorial optimization (CO), their inference-time scaling cost-efficiency remains relatively underexplored. Existing methods improve solution quality by increasing denoising steps, but the performance often becomes saturated quickly. This paper propo…

Cited by 0SourceScholar