3 papers
cs.CL2025
ReSSFormer: A Recursive Sparse Structured Transformer for Scalable and Long-Context Reasoning
Haochen You, Baojing Liu
While Transformer architectures have demonstrated impressive scalability across domains, they continue to face challenges in long-context reasoning, computational efficiency, and s…
cs.LG2025
MCIGLE: Multimodal Exemplar-Free Class-Incremental Graph Learning
Haochen You, Baojing Liu
Exemplar-free class-incremental learning enables models to learn new classes over time without storing data from old ones. As multimodal graph-structured data becomes increasingly…
cs.LG2025
Metric Embedding Initialization-Based Differentially Private and Explainable Graph Clustering
Haochen You, Baojing Liu
Graph clustering under the framework of differential privacy, which aims to process graph-structured data while protecting individual privacy, has been receiving increasing attenti…