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Most implicit collaborative filtering (CF) models are trained with negative sampling, where existing work designs sophisticated strategies for high-quality negatives while largely overlooking the exploration of positive samples. Although…

Information Retrieval · Computer Science 2026-02-23 Jiayi Wu , Zhengyu Wu , Xunkai Li , Ronghua Li , Guoren Wang

A new wave of decision-support systems are being built today using AI services that draw insights from data (like text and video) and incorporate them in human-in-the-loop assistance. However, just as we expect humans to be ethical, the…

Artificial Intelligence · Computer Science 2019-01-16 Biplav Srivastava , Francesca Rossi

Social platforms such as Reddit have a network of communities of shared interests, with a prevalence of posts and comments from which one can infer users' Personal Information Identifiers (PIIs). While such self-disclosures can lead to…

Computation and Language · Computer Science 2025-08-01 Shalini Jangra , Suparna De , Nishanth Sastry , Saeed Fadaei

Mobile edge computing (MEC) has empowered mobile devices (MDs) in supporting artificial intelligence (AI) applications through collaborative efforts with proximal MEC servers. Unfortunately, despite the great promise of device-edge…

Systems and Control · Electrical Eng. & Systems 2024-12-31 Wenhao Zhuang , Yuyi Mao

On social media, several individuals experiencing suicidal ideation (SI) do not disclose their distress explicitly. Instead, signs may surface indirectly through everyday posts or peer interactions. Detecting such implicit signals early is…

Social and Information Networks · Computer Science 2026-02-24 Soorya Ram Shimgekar , Ruining Zhao , Agam Goyal , Violeta J. Rodriguez , Paul A. Bloom , Navin Kumar , Hari Sundaram , Koustuv Saha

AI assistants are increasingly integrated into older adults' daily lives, offering new opportunities for social support and accessibility while raising important questions about privacy, autonomy, and trust. As these systems become embedded…

Computers and Society · Computer Science 2025-05-07 Karina LaRubbio , Malcolm Grba , Diana Freed

One way to classify private set intersection (PSI) for secure 2-party computation is whether the intersection is (a) revealed to both parties or (b) hidden from both parties while only the computing function of the matched payload is…

Cryptography and Security · Computer Science 2022-08-30 Jian Du , Tianxi Ji , Jamie Cui , Lei Zhang , Yufei Lu , Pu Duan

Secure Multi-Party Computation (MPC) enables collaborative analytics without exposing private data. However, OLAP queries under MPC remain prohibitively slow due to oblivious execution and padding of intermediate results with filler tuples.…

Databases · Computer Science 2025-10-24 Long Gu , Shaza Zeitouni , Carsten Binnig , Zsolt István

The rapid development of online recruitment platforms has created unprecedented opportunities for job seekers while concurrently posing the significant challenge of quickly and accurately pinpointing positions that align with their skills…

Information Retrieval · Computer Science 2024-10-16 Xiaoshan Yu , Chuan Qin , Qi Zhang , Chen Zhu , Haiping Ma , Xingyi Zhang , Hengshu Zhu

Explainable Artificial Intelligence (XAI) has emerged as a pillar of Trustworthy AI and aims to bring transparency in complex models that are opaque by nature. Despite the benefits of incorporating explanations in models, an urgent need is…

Artificial Intelligence · Computer Science 2025-12-04 Sonal Allana , Mohan Kankanhalli , Rozita Dara

We study mathematical models of the collaborative solving of a two-choice discrimination task. We estimate the difference between the shared performance for a group of n observers over a single person performance. Our paper is a theoretical…

Physics and Society · Physics 2013-03-13 Piotr Migdał , Michał Denkiewicz , Joanna Rcaczaszek-Leonardi , Dariusz Plewczynski

Designing robust algorithms capable of training accurate neural networks on uncurated datasets from the web has been the subject of much research as it reduces the need for time consuming human labor. The focus of many previous research…

Computer Vision and Pattern Recognition · Computer Science 2022-10-18 Paul Albert , Eric Arazo , Tarun Krishna , Noel E. O'Connor , Kevin McGuinness

Modern Web APIs allow developers to provide extensively customized experiences for website visitors, but the richness of the device information they provide also make them vulnerable to being abused to construct browser fingerprints,…

Cryptography and Security · Computer Science 2024-03-26 Enrico Bacis , Igor Bilogrevic , Robert Busa-Fekete , Asanka Herath , Antonio Sartori , Umar Syed

Advances in service personalization are driven by low-cost data collection and processing, in addition to the wide variety of third-party frameworks for authentication, storage, and marketing. New privacy regulations, such as the General…

Software Engineering · Computer Science 2022-06-15 Marco Robol , Travis D. Breaux , Elda Paja , Paolo Giorgini

Deep neural networks excel at comprehending complex visual signals, delivering on par or even superior performance to that of human experts. However, ad-hoc visual explanations of model decisions often reveal an alarming level of reliance…

Computer Vision and Pattern Recognition · Computer Science 2021-05-03 Dong Wang , Yuewei Yang , Chenyang Tao , Zhe Gan , Liqun Chen , Fanjie Kong , Ricardo Henao , Lawrence Carin

Social media platforms typically obtain user consent through Terms of Service (ToS) presented at account creation, rather than through dedicated consent forms. This study investigates whether consent-related information is clearly…

Computers and Society · Computer Science 2026-03-06 Yong-Bin Kang , Anthony McCosker

Predictive modelling is important for health data analysis and data-driven clinical decision-making. However, predictive studies are challenging to design optimally by hand when tens or even hundreds of features require selection,…

To balance the load and to discourage the free-riding in peer-to-peer (P2P) networks, many incentive mechanisms and policies have been proposed in recent years. Global peer ranking is one such mechanism. In this mechanism, peers are ranked…

Networking and Internet Architecture · Computer Science 2017-02-28 Sateesh Kumar Awasthi , Yatindra Nath Singh

This review paper provides an integrated perspective of Explainable Artificial Intelligence techniques applied to Brain-Computer Interfaces. BCIs use predictive models to interpret brain signals for various high-stake applications. However,…

Human-Computer Interaction · Computer Science 2023-12-21 Param Rajpura , Hubert Cecotti , Yogesh Kumar Meena

This systematic literature review investigates perceptions, concerns, and expectations of young digital citizens regarding privacy in artificial intelligence (AI) systems, focusing on social media platforms, educational technology, gaming…

Computers and Society · Computer Science 2025-12-16 Ajay Kumar Shrestha , Ankur Barthwal , Molly Campbell , Austin Shouli , Saad Syed , Sandhya Joshi , Julita Vassileva