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We consider a federated learning framework in which a parameter server (PS) trains a global model by using $n$ clients without actually storing the client data centrally at a cloud server. Focusing on a setting where the client datasets are…

Information Theory · Computer Science 2021-03-16 Baturalp Buyukates , Sennur Ulukus

In this empirical paper, we investigate how learning agents can be arranged in more efficient communication topologies for improved learning. This is an important problem because a common technique to improve speed and robustness of…

Machine Learning · Computer Science 2019-03-05 Dhaval Adjodah , Dan Calacci , Abhimanyu Dubey , Peter Krafft , Esteban Moro , Alex `Sandy' Pentland

Predicting how a user responds to news events enables important applications such as allowing intelligent agents or content producers to estimate the effect on different communities and revise unreleased messages to prevent unexpected bad…

Computation and Language · Computer Science 2023-05-29 Chenkai Sun , Jinning Li , Hou Pong Chan , ChengXiang Zhai , Heng Ji

Maintaining a consistent attribute profile is crucial for dialogue agents to naturally converse with humans. Existing studies on improving attribute consistency mainly explored how to incorporate attribute information in the responses, but…

Computation and Language · Computer Science 2021-05-18 Haoyu Song , Yan Wang , Wei-Nan Zhang , Zhengyu Zhao , Ting Liu , Xiaojiang Liu

Driving style is usually used to characterize driving behavior for a driver or a group of drivers. However, it remains unclear how one individual's driving style shares certain common grounds with other drivers. Our insight is that driving…

Robotics · Computer Science 2023-10-25 Chaopeng Zhang , Wenshuo Wang , Zhaokun Chen , Jian Zhang , Lijun Sun , Junqiang Xi

This paper studies the notion of age in task-oriented communications that aims to execute a task at a receiver utilizing the data at its transmitter. The transmitter-receiver operations are modeled as an encoder-decoder pair that is jointly…

Information Theory · Computer Science 2023-03-16 Yalin E. Sagduyu , Sennur Ulukus , Aylin Yener

Distributed deep learning (DL) has become prevalent in recent years to reduce training time by leveraging multiple computing devices (e.g., GPUs/TPUs) due to larger models and datasets. However, system scalability is limited by…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-09-04 Zhenheng Tang , Shaohuai Shi , Wei Wang , Bo Li , Xiaowen Chu

In this paper, we explore the ability to model and infer personality types of opponents, predict their responses, and use this information to adapt a dialog agent's high-level strategy in negotiation tasks. Inspired by the idea of…

Computation and Language · Computer Science 2021-06-22 Runzhe Yang , Jingxiao Chen , Karthik Narasimhan

Communication-aware control is essential to reduce costs and complexity in large-scale networks. However, it is challenging to simultaneously determine a sparse communication topology and achieve high performance and robustness. This work…

Systems and Control · Electrical Eng. & Systems 2025-12-08 Ingyu Jang , Leila J. Bridgeman

Forgetting is in common in daily life, and 50-80% everyday's forgetting is due to prospective memory failures, which have significant impacts on our life. More seriously, some of these memory lapses can bring fatal consequences such as…

Human-Computer Interaction · Computer Science 2016-01-26 Jinghua Hou

While communication strategies of Large Language Models (LLMs) are crucial for human-LLM interactions, they can also be weaponized to elicit private information, yet such stealthy attacks remain under-explored. This paper introduces the…

Human-Computer Interaction · Computer Science 2025-11-18 Shuning Zhang , Jiaqi Bai , Linzhi Wang , Shixuan Li , Xin Yi , Hewu Li

General-purpose conversational AI chatbots and AI companions increasingly provide young adolescents with emotionally supportive conversations, raising questions about how conversational style shapes anthropomorphism and emotional reliance.…

Human-Computer Interaction · Computer Science 2025-12-19 Pilyoung Kim , Yun Xie , Sujin Yang

Personality types are important in various fields as they hold relevant information about the characteristics of a human being in an explainable format. They are often good predictors of a person's behaviors in a particular environment and…

Computation and Language · Computer Science 2023-09-12 Abhilash Datta , Souvic Chakraborty , Animesh Mukherjee

In the information economy, individuals' work performance is closely associated with their digital communication strategies. This study combines social network and semantic analysis to develop a method to identify top performers based on…

Social and Information Networks · Computer Science 2021-05-28 Q. Wen , P. A. Gloor , A. Fronzetti Colladon , P. Tickoo , T. Joshi

Context: Technical debt (TD) is a widely studied metaphor that helps to explain how sub-optimal decisions that can harm software maintainability over time. Although incurring TD is not intrinsically bad, tracking and managing TD are crucial…

Software Engineering · Computer Science 2026-05-29 João Paulo Biazotto , Daniel Feitosa , Paris Avgeriou , Elisa Yumi Nakagawa

Research has shown that personality is a key driver to improve engagement and user experience in conversational systems. Conversational agents should also maintain a consistent persona to have an engaging conversation with a user. However,…

Computation and Language · Computer Science 2022-10-10 Vinayshekhar Bannihatti Kumar , Rashmi Gangadharaiah , Dan Roth

Indirect reciprocity is a key mechanism that promotes cooperation in social dilemmas by means of reputation. Although it has been a common practice to represent reputations by binary values, either `good' or `bad', such a dichotomy is a…

Populations and Evolution · Quantitative Biology 2022-01-17 Yohsuke Murase , Minjae Kim , Seung Ki Baek

End-to-End intelligent neural dialogue systems suffer from the problems of generating inconsistent and repetitive responses. Existing dialogue models pay attention to unilaterally incorporating personal knowledge into the dialog while…

Computation and Language · Computer Science 2021-07-19 Yajing Sun , Yue Hu , Luxi Xing , Yuqiang Xie , Xiangpeng Wei

Humour, a fundamental aspect of human communication, manifests itself in various styles that significantly impact social interactions and mental health. Recognising different humour styles poses challenges due to the lack of established…

Computation and Language · Computer Science 2024-10-18 Mary Ogbuka Kenneth , Foaad Khosmood , Abbas Edalat

We present a novel approach to address the multi-agent sparse contextual linear bandit problem, in which the feature vectors have a high dimension $d$ whereas the reward function depends on only a limited set of features - precisely $s_0…

Machine Learning · Computer Science 2023-05-31 Haniyeh Barghi , Xiaotong Cheng , Setareh Maghsudi
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