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cs.LG2025
Improving Deep Regression with Tightness
Shihao Zhang, Yuguang Yan, Angela Yao
For deep regression, preserving the ordinality of the targets with respect to the feature representation improves performance across various tasks. However, a theoretical explanati…
cs.LG2024
Deep Regression Representation Learning with Topology
Shihao Zhang, kenji kawaguchi, Angela Yao
Most works studying representation learning focus only on classification and neglect regression. Yet, the learning objectives and, therefore, the representation topologies of the t…