2 papers
cs.LG2026
MLGIB: Multi-Label Graph Information Bottleneck for Expressive and Robust Message Passing
Chaokai Wu, Haofu Shi, Ningxuan Ma +2
Graph Neural Networks (GNNs) suffer from over-squashing in deep message passing, where information from exponentially growing neighborhoods is compressed into fixed-dimensional rep…
cs.LG2025
Improving Monte Carlo Tree Search for Symbolic Regression
Zhengyao Huang, Daniel Zhengyu Huang, Tiannan Xiao +4
Symbolic regression aims to discover concise, interpretable mathematical expressions that satisfy desired objectives, such as fitting data, posing a highly combinatorial optimizati…