35 citations · 36 across the 3 of their papers we have counts for
3 papers
cs.CL2020★ 1 cited
Learning Constraints for Structured Prediction Using Rectifier Networks
Xingyuan Pan, Maitrey Mehta, Vivek Srikumar
Various natural language processing tasks are structured prediction problems where outputs are constructed with multiple interdependent decisions. Past work has shown that domain k…
cs.LG2018
Learning to Speed Up Structured Output Prediction
Xingyuan Pan, Vivek Srikumar
Predicting structured outputs can be computationally onerous due to the combinatorially large output spaces. In this paper, we focus on reducing the prediction time of a trained bl…
cs.LG2015★ 35 cited
Expressiveness of Rectifier Networks
Xingyuan Pan, Vivek Srikumar
Rectified Linear Units (ReLUs) have been shown to ameliorate the vanishing gradient problem, allow for efficient backpropagation, and empirically promote sparsity in the learned pa…