Neural Combinatorial Optimization Algorithms for Solving Vehicle Routing Problems: A Comprehensive Survey with Perspectives
Although several surveys on Neural Combinatorial Optimization (NCO) solvers specifically
designed to solve Vehicle Routing Problems (VRPs) have been conducted. These existing …
designed to solve Vehicle Routing Problems (VRPs) have been conducted. These existing …
An evolutionary multi-objective neural architecture search approach to advancing cognitive diagnosis in intelligent education
As a pivotal technique in intelligent education systems, cognitive diagnosis (CD) serves to
reveal students' knowledge proficiency for better tackling subsequent tasks. Unfortunately …
reveal students' knowledge proficiency for better tackling subsequent tasks. Unfortunately …
Reinforcement learning-based nonautoregressive solver for traveling salesman problems
The traveling salesman problem (TSP) is a well-known combinatorial optimization problem
(COP) with broad real-world applications. Recently, neural networks (NNs) have gained …
(COP) with broad real-world applications. Recently, neural networks (NNs) have gained …
Neural Architecture Search Based on Bipartite Graphs for Text Classification
Neural architecture search (NAS) is crucial for text representation in natural language
processing (NLP); however, much less work on NAS for text classification has been …
processing (NLP); however, much less work on NAS for text classification has been …
An Efficient Diffusion-based Non-Autoregressive Solver for Traveling Salesman Problem
Recent advances in neural models have shown considerable promise in solving Traveling
Salesman Problems (TSPs) without relying on much hand-crafted engineering. However …
Salesman Problems (TSPs) without relying on much hand-crafted engineering. However …
Dual Operation Aggregation Graph Neural Networks for Solving Flexible Job-Shop Scheduling Problem with Reinforcement Learning
With the widespread adoption of Internet Protocol (IP) communication technology and Web-
based platforms, cloud manufacturing has become a significant hallmark of Industry 4.0 …
based platforms, cloud manufacturing has become a significant hallmark of Industry 4.0 …