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cs.LG2026
Stream-Based Active Learning with Cooperative Neural Networks for Data-Efficient Partial Inverse Design: An Automotive Glass Run Channel Case Study
Agung Nugraha, Hyerin Kwon, Heungjun Im +2
Inverse design in engineering often runs into a simple problem. Each labeled training sample must be produced through expensive simulation, so building a large dataset is slow and…
cs.LG2024★ 4 cited
A Survey on Deep Tabular Learning
Shriyank Somvanshi, Subasish Das, Syed Aaqib Javed +2
Tabular data, widely used in industries like healthcare, finance, and transportation, presents unique challenges for deep learning due to its heterogeneous nature and lack of spati…