Showing cs.LGShow all
2 papers · 1 filter
cs.LG2025
Condensation-Concatenation Framework for Dynamic Graph Continual Learning
Tingxu Yan, Ye Yuan
Dynamic graphs are prevalent in real-world scenarios, where continuous structural changes induce catastrophic forgetting in graph neural networks (GNNs). While continual learning h…
cs.LG2010
On Tsallis Entropy Bias and Generalized Maximum Entropy Models
Yuexian Hou, Tingxu Yan, Peng Zhang +2
In density estimation task, maximum entropy model (Maxent) can effectively use reliable prior information via certain constraints, i.e., linear constraints without empirical parame…