output
20072026
most citedOptical Communication in Space: Challenges and Mitigation Techniques

1.9k citations

Showing 2025 · cs.LGShow all

5 papers · 2 filters

cs.LG2025★ 6 cited

IncA-DES: An incremental and adaptive dynamic ensemble selection approach using online K-d tree neighborhood search for data streams with concept drift

Eduardo V. L. Barboza, Paulo R. Lisboa de Almeida, Alceu de Souza Britto +2

Data streams pose challenges not usually encountered in batch-based ML. One of them is concept drift, which is characterized by the change in data distribution over time. Among man…

cs.LG2025★ 52 cited

Resampling strategies for imbalanced regression: a survey and empirical analysis

Juscimara G. Avelino, George D. C. Cavalcanti, Rafael M. O. Cruz

Imbalanced problems can arise in different real-world situations, and to address this, certain strategies in the form of resampling or balancing algorithms are proposed. This issue…

cs.LG2025★ 2 cited

Imbalanced Regression Pipeline Recommendation

Juscimara G. Avelino, George D. C. Cavalcanti, Rafael M. O. Cruz

Imbalanced problems are prevalent in various real-world scenarios and are extensively explored in classification tasks. However, they also present challenges for regression tasks d…

cs.LG2025★ 12 cited

FAA-CLIP: Federated Adversarial Adaptation of CLIP

Yihang Wu, Ahmad Chaddad, Christian Desrosiers +2

Despite the remarkable performance of vision language models (VLMs) such as Contrastive Language Image Pre-training (CLIP), the large size of these models is a considerable obstacl…

cs.LG2025★ 12 cited

Simulations of Common Unsupervised Domain Adaptation Algorithms for Image Classification

Ahmad Chaddad, Yihang Wu, Yuchen Jiang +2

Traditional machine learning assumes that training and test sets are derived from the same distribution; however, this assumption does not always hold in practical applications. Th…