Mingxuan Yuan

Algorithm Evolution Using Large Language Model

2023 · arXiv (Cornell University)

Optimization can be found in many real-life applications. Designing an effective algorithm for a specific optimization problem typically requires a tedious amount of effort from human experts with domain knowledge and algorithm design skills. In …

Multi-Task Learning for Routing Problem with Cross-Problem Zero-Shot Generalization

2024 · arXiv (Cornell University)

Vehicle routing problems (VRPs), which can be found in numerous real-world applications, have been an important research topic for several decades. Recently, the neural combinatorial optimization (NCO) approach that leverages a learning-based model to solve …

Logic Synthesis with Generative Deep Neural Networks

2024 · arXiv (Cornell University)

While deep learning has achieved significant success in various domains, its application to logic circuit design has been limited due to complex constraints and strict feasibility requirement. However, a recent generative deep neural model, "Circuit …