2 papers
cs.LG2025
Certified Signed Graph Unlearning
Junpeng Zhao, Lin Li, Kaixi Hu +2
Signed graphs model complex relationships through positive and negative edges, with widespread real-world applications. Given the sensitive nature of such data, selective removal m…
cs.CL2025
TriCon-Fair: Triplet Contrastive Learning for Mitigating Social Bias in Pre-trained Language Models
Chong Lyu, Lin Li, Shiqing Wu +1
The increasing utilization of large language models raises significant concerns about the propagation of social biases, which may result in harmful and unfair outcomes. However, ex…