activity
20182022
most citedOutlier Detection for Improved Data Quality and Diversity in Dialog Systems

2 citations · 4 across the 3 of their papers we have counts for

collaborators

6 papers

cs.CL2022

One Agent To Rule Them All: Towards Multi-agent Conversational AI

Christopher Clarke, Joseph Joshua Peper, Karthik Krishnamurthy +6

The increasing volume of commercially available conversational agents (CAs) on the market has resulted in users being burdened with learning and adopting multiple agents to accompl…

cs.CL20222 cited

Towards Personalized Intelligence at Scale

Yiping Kang, Ashish Mahendra, Christopher Clarke +2

Personalized Intelligence (PI) is the problem of providing customized AI experiences tailored to each individual user. In many applications, PI is preferred or even required. Exist…

cs.DC2020

A Benchmarking Framework for Interactive 3D Applications in the Cloud

Tianyi Liu, Sen He, Sunzhou Huang +4

With the growing popularity of cloud gaming and cloud virtual reality (VR), interactive 3D applications have become a major type of workloads for the cloud. However, despite their…

cs.CL2019

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

Stefan Larson, Anish Mahendran, Joseph J. Peper +8

Task-oriented dialog systems need to know when a query falls outside their range of supported intents, but current text classification corpora only define label sets that cover eve…

cs.CL20192 cited

Outlier Detection for Improved Data Quality and Diversity in Dialog Systems

Stefan Larson, Anish Mahendran, Andrew Lee +6

In a corpus of data, outliers are either errors: mistakes in the data that are counterproductive, or are unique: informative samples that improve model robustness. Identifying outl…

cs.LG2018

Rethinking Numerical Representations for Deep Neural Networks

Parker Hill, Babak Zamirai, Shengshuo Lu +9

With ever-increasing computational demand for deep learning, it is critical to investigate the implications of the numeric representation and precision of DNN model weights and act…