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Most existing image privacy protection works focus mainly on the privacy of photo owners and their friends, but lack the consideration of other people who are in the background of the photos and the related location privacy issues. In fact,…

Social and Information Networks · Computer Science 2021-03-22 Joshua Morris , Sara Newman , Kannappan Palaniappan , Jianping Fan , Dan Lin

The rapid rise of IoT and Big Data has facilitated copious data driven applications to enhance our quality of life. However, the omnipresent and all-encompassing nature of the data collection can generate privacy concerns. Hence, there is a…

Machine Learning · Computer Science 2021-09-09 Mert Al , Semih Yagli , Sun-Yuan Kung

Most social network analysis works at the level of interactions between users. But the vast growth in size and complexity of social networks enables us to examine interactions at larger scale. In this work we use a dataset of 76M…

Social and Information Networks · Computer Science 2015-11-25 Jack Hessel , Alexandra Schofield , Lillian Lee , David Mimno

Forgetting refers to the loss or deterioration of previously acquired knowledge. While existing surveys on forgetting have primarily focused on continual learning, forgetting is a prevalent phenomenon observed in various other research…

Machine Learning · Computer Science 2024-11-19 Zhenyi Wang , Enneng Yang , Li Shen , Heng Huang

In the field of social networking services, finding similar users based on profile data is common practice. Smartphones harbor sensor and personal context data that can be used for user profiling. Yet, one vast source of personal data, that…

Social and Information Networks · Computer Science 2019-04-04 Tobias Eichinger , Felix Beierle , Sumsam Ullah Khan , Robin Middelanis , Veeraraghavan Sekar , Sam Tabibzadeh

Social media for news consumption is a double-edged sword. On the one hand, its low cost, easy access, and rapid dissemination of information lead people to seek out and consume news from social media. On the other hand, it enables the wide…

Social and Information Networks · Computer Science 2017-09-05 Kai Shu , Amy Sliva , Suhang Wang , Jiliang Tang , Huan Liu

For privacy and security concerns, the need to erase unwanted information from pre-trained vision models is becoming evident nowadays. In real-world scenarios, erasure requests originate at any time from both users and model owners, and…

Computer Vision and Pattern Recognition · Computer Science 2026-01-13 Hongbo Zhao , Fei Zhu , Bolin Ni , Feng Zhu , Gaofeng Meng , Zhaoxiang Zhang

Online tracking is a widespread practice on the web with questionable ethics, security, and privacy concerns. While web tracking can offer personalized and curated content to Internet users, it operates as a sophisticated surveillance…

Cryptography and Security · Computer Science 2025-01-07 Seyed Ali Akhavani , Engin Kirda , Amin Kharraz

Authorship obfuscation techniques hold the promise of helping people protect their privacy in online communications by automatically rewriting text to hide the identity of the original author. However, obfuscation has been evaluated in…

Computation and Language · Computer Science 2024-05-17 Calvin Bao , Marine Carpuat

The original goal of any social media platform is to facilitate users to indulge in healthy and meaningful conversations. But more often than not, it has been found that it becomes an avenue for wanton attacks. We want to alleviate this…

Computation and Language · Computer Science 2020-01-31 Tuhin Chakrabarty , Kilol Gupta

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

User retention is a critical objective for online platforms like Pinterest, as it strengthens user loyalty and drives growth through repeated engagement. A key indicator of retention is revisitation, i.e., when users return to view…

Information Retrieval · Computer Science 2025-11-25 Weijie Jiang , Armando Ordorica , Jaewon Yang , Olafur Gudmundsson , Yucheng Tu , Huizhong Duan

Motivated by the EU's "Right To Be Forgotten" regulation, we initiate a study of statistical data deletion problems where users' data are accessible only for a limited period of time. This setting is formulated as an online supervised…

Machine Learning · Statistics 2024-05-30 Yuantong Li , Chi-hua Wang , Guang Cheng

In what way could a data breach involving government-issued IDs such as passports, driver's licenses, etc., rival a random voluntary disclosure on a nondescript social-media platform? At first glance, the former appears more significant,…

Cryptography and Security · Computer Science 2026-05-08 Robert Dilworth

The discovery of heavy hitters (most frequent items) in user-generated data streams drives improvements in the app and web ecosystems, but can incur substantial privacy risks if not done with care. To address these risks, we propose a…

Cryptography and Security · Computer Science 2020-03-03 Wennan Zhu , Peter Kairouz , Brendan McMahan , Haicheng Sun , Wei Li

The widespread adoption of conversational AI platforms has introduced new security and privacy risks. While these risks and their mitigation strategies have been extensively researched from a technical perspective, users' perceptions of…

Cryptography and Security · Computer Science 2025-05-19 Mutahar Ali , Arjun Arunasalam , Habiba Farrukh

The popularity of the online media-driven social network relation is proven in today's digital era. The many challenges that these emergence has created include a huge growing network of social relations, and the large amount of data which…

Social and Information Networks · Computer Science 2021-05-25 Shahab Saquib Sohail , Mohammad Muzammil Khan , Mohd Arsalan , Aslam Khan , Jamshed Siddiqui , Syed Hamid Hasan , M. Afshar Alam

The recommendation system, relying on historical observational data to model the complex relationships among the users and items, has achieved great success in real-world applications. Selection bias is one of the most important issues of…

Machine Learning · Computer Science 2022-01-14 Ruichu Cai , Fengzhu Wu , Zijian Li , Jie Qiao , Wei Chen , Yuexing Hao , Hao Gu

Diffusion models excel at generating visually striking content from text but can inadvertently produce undesirable or harmful content when trained on unfiltered internet data. A practical solution is to selectively removing target concepts…

Machine Learning · Computer Science 2025-05-26 Anh Bui , Long Vuong , Khanh Doan , Trung Le , Paul Montague , Tamas Abraham , Dinh Phung

We conduct the first comprehensive security analysis of Tile, the second most popular crowd-sourced location-tracking service behind Apple's AirTags. We identify several exploitable vulnerabilities and design flaws, disproving many of the…

Cryptography and Security · Computer Science 2025-10-02 Akshaya Kumar , Anna Raymaker , Michael Specter