Mainak Biswas

Semi-supervised Deep Transfer for Regression without Domain Alignment

Deep learning models deployed in real-world applications (e.g., medicine) face challenges because source models do not generalize well to domain-shifted target data. Many successful domain adaptation (DA) approaches require full access to source data or reliably labeled target data. Yet, such requir…