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This is the application document for the 2019 Amazon Alexa competition. We give an overall vision of our conversational experience, as well as a sample conversation that we would like our dialog system to achieve by the end of the…

Computation and Language · Computer Science 2019-09-12 Richard Csaky

With the development of smart devices, such as the Amazon Echo and Apple's HomePod, speech data have become a new dimension of big data. However, privacy and security concerns may hinder the collection and sharing of real-world speech data,…

Cryptography and Security · Computer Science 2020-04-17 Yaowei Han , Sheng Li , Yang Cao , Qiang Ma , Masatoshi Yoshikawa

Voice assistants are now ubiquitous and listen in on our everyday lives. Ever since they became commercially available, privacy advocates worried that the data they collect can be abused: might private conversations be extracted by third…

Cryptography and Security · Computer Science 2020-12-02 Almos Zarandy , Ilia Shumailov , Ross Anderson

Traditional goal-oriented dialogue systems rely on various components such as natural language understanding, dialogue state tracking, policy learning and response generation. Training each component requires annotations which are hard to…

One of the long-term goals of artificial intelligence is to build an agent that can communicate intelligently with human in natural language. Most existing work on natural language learning relies heavily on training over a pre-collected…

Computation and Language · Computer Science 2017-05-30 Haichao Zhang , Haonan Yu , Wei Xu

Online Digital Assistants, such as Amazon Alexa, Google Assistant, Apple Siri are very popular and provide a range or services to their users, a key function is their ability to satisfy user information needs from the sources available to…

Human-Computer Interaction · Computer Science 2023-03-21 Abhishek Kaushik , Gareth J. F. Jones

Facebook uses Artificial Intelligence for targeting users with advertisements based on the events in which they engage like sharing, liking, making comments, posts by a friend, a group creation, etcetera. Each user interacts with these…

Social and Information Networks · Computer Science 2018-11-29 Sarang Mahajan , Amey Kasar

With the growing utility of today's conversational virtual assistants, the importance of user motivation in human-AI interaction is becoming more obvious. However, previous studies in this and related fields, such as human-computer…

Human-Computer Interaction · Computer Science 2021-05-12 Chang Li , Hideyoshi Yanagisawa

This paper investigates the implementation of voice-enabled Google Assistant and Amazon Alexa on Raspberry Pi. Virtual Assistants are being a new trend in how we interact or do computations with physical devices. A voice-enabled system…

Computers and Society · Computer Science 2024-09-05 Shailesh D. Arya , Samir Patel

The growing use of voice user interfaces has led to a surge in the collection and storage of speech data. While data collection allows for the development of efficient tools powering most speech services, it also poses serious privacy…

Cryptography and Security · Computer Science 2024-03-04 Pierre Champion

Audio is a rich sensing modality that is useful for a variety of human activity recognition tasks. However, the ubiquitous nature of smartphones and smart speakers with always-on microphones has led to numerous privacy concerns and a lack…

Static "human data" faces inherent limitations: it is expensive to scale and bounded by the knowledge of its creators. Continuous learning from "experience data" - interactions between agents and their environments - promises to transcend…

Recommendation is a prevalent application of machine learning that affects many users; therefore, it is important for recommender models to be accurate and interpretable. In this work, we propose a method to both interpret and augment the…

Machine Learning · Statistics 2020-06-22 Michael Tsang , Dehua Cheng , Hanpeng Liu , Xue Feng , Eric Zhou , Yan Liu

Conversational systems use spoken language to interact with their users. Although conversational systems, such as Amazon Alexa, are becoming common and afford interesting functionalities, there is little known about the issues users of…

Software Engineering · Computer Science 2020-03-03 Soodeh Atefi , Andrew Truelove , Matheus Rheinschmitt , Eduardo Almeida , Iftekhar Ahmed , Amin Alipour

Third-party services form an integral part of the mobile ecosystem: they allow app developers to add features such as performance analytics and social network integration, and to monetize their apps by enabling user tracking and targeted ad…

Conversational AI models are becoming increasingly popular and are about to replace traditional search engines for information retrieval and product discovery. This raises concerns about monetization strategies and the potential for subtle…

General Economics · Economics 2024-09-19 Tobias Werner , Ivan Soraperra , Emilio Calvano , David C. Parkes , Iyad Rahwan

Smart speakers are gaining popularity. However, such devices can put the user's privacy at risk whenever hot-words are misinterpreted and voice data is recorded without the user's consent. To mitigate such risks, smart speakers provide…

Human-Computer Interaction · Computer Science 2019-11-19 Christian Tiefenau , Maximilian Häring , Eva Gerlitz , Emanuel von Zezschwitz

The human voice conveys unique characteristics of an individual, making voice biometrics a key technology for verifying identities in various industries. Despite the impressive progress of speaker recognition systems in terms of accuracy, a…

Sound · Computer Science 2022-08-24 Gianni Fenu , Giacomo Medda , Mirko Marras , Giacomo Meloni

Many artificial intelligence (AI) speakers have recently come to market. Beginning with Amazon Echo, many companies producing their own speaker technologies. Due to the limitations of technology, most speakers have similar functions, but…

Computers and Society · Computer Science 2020-01-15 Min Jin Park , Joshua I. James

In a noisy conversation environment such as a dinner party, people often exhibit selective auditory attention, or the ability to focus on a particular speaker while tuning out others. Recognizing who somebody is listening to in a…

Computer Vision and Pattern Recognition · Computer Science 2023-03-29 Fiona Ryan , Hao Jiang , Abhinav Shukla , James M. Rehg , Vamsi Krishna Ithapu