Speaker: Melody Guan Title: Efficient Neural Architecture Search via Parameter Sharing Abstract We propose Efficient Neural Architecture Search (ENAS), a fast and inexpensive approach for automatic model design. In ENAS, a controller learns to discover neural network architectures by searching for an optimal subgraph within a large computational graph. The controller is trained with policy gradient to select a subgraph that maximizes the expected reward on the validation set. Meanwhile the model corresponding to the selected subgraph is trained to… More »

What: Meeting of the Inclusivity Journal Club When: Friday, June 29 at noon Where: Conjectorium (WH3E) The Inclusivity Journal Club meets monthly to discuss academic literature related to issues of equity, diversity, and inclusivity in STEM. This month’s discussion is centered on the recent NASEM report, “Sexual Harassment of Women: Climate, Culture, and Consequences in Academic Sciences, Engineering, and Medicine”. We will focus specifically on Chapter Six, in which methods are discussed for creating a more inclusive and equitable climate… More »