Hierarchical Feature Extraction for Efficient Design of Microfluidic Flow Patterns. - Kin Gwn Lore; Daniel Stoecklein; Michael Davies; Baskar Ganapathysubramanian; Soumik Sarkar (FE@NIPS, 2015)

Deep Action Sequence Learning for Causal Shape Transformation. - Kin Gwn Lore; Daniel Stoecklein; Michael Davies; Baskar Ganapathysubramanian; Soumik Sarkar (CoRR, 2016)

Flow Shape Design for Microfluidic Devices Using Deep Reinforcement Learning. - Xian Yeow Lee; Aditya Balu; Daniel Stoecklein; Baskar Ganapathysubramanian; Soumik Sarkar (CoRR, 2018)

A deep learning framework for causal shape transformation. - Kin Gwn Lore; Daniel Stoecklein; Michael Davies; Baskar Ganapathysubramanian; Soumik Sarkar (Neural Networks, 2018)