2 papers
cs.IR2024
MultiBalance: Multi-Objective Gradient Balancing in Industrial-Scale Multi-Task Recommendation System
Yun He, Xuxing Chen, Jiayi Xu +11
In industrial recommendation systems, multi-task learning (learning multiple tasks simultaneously on a single model) is a predominant approach to save training/serving resources an…
cs.LG2024
An Efficient Learning-based Solver Comparable to Metaheuristics for the Capacitated Arc Routing Problem
Runze Guo, Feng Xue, Anlong Ming +1
Recently, neural networks (NN) have made great strides in combinatorial optimization. However, they face challenges when solving the capacitated arc routing problem (CARP) which is…