Parker Hill

Input responsiveness: using canary inputs to dynamically steer approximation

Michael A. Laurenzano, Parker Hill, Mehrzad Samadi et al. · 2016 · 69 citations

Artificial Intelligence, Input Responsive Approximation, Engineering +20

DeftNN

Parker Hill, Animesh Jain, Mason L. Hill et al. · 2017 · 66 citations

Convolutional Neural Network, Deep Neural Networks, Dnn Computation +13

Outlier Detection for Improved Data Quality and Diversity in Dialog Systems

Stefan Larson, Anish Mahendran, Andrew Lee et al. · 2019 · 33 citations · Full text

Engineering, Spoken Dialog System, Language Processing +25

Concise loads and stores: the case for an asymmetric compute-memory architecture for approximation

Animesh Jain, Parker Hill, Shih-Chieh Lin et al. · International Symposium on Microarchitecture · 2016 · 29 citations

Engineering, Machine Learning, Memory Design +22

An Evaluation Dataset for Intent Classification and Out-of-Scope Prediction

Stefan Larson, Anish Mahendran, Joseph J. Peper et al. · 2019 · 29 citations · Full text

Llm Fine-tuning, Engineering, Machine Learning +18