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Related papers: Position: Embodied AI Requires a Privacy-Utility T…

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A brain-computer interface (BCI) enables direct communication between the brain and an external device. Electroencephalogram (EEG) is the preferred input signal in non-invasive BCIs, due to its convenience and low cost. EEG-based BCIs have…

Human-Computer Interaction · Computer Science 2024-12-02 Lubin Meng , Xue Jiang , Tianwang Jia , Dongrui Wu

Recent discussions and research in AI safety have increasingly emphasized the deep connection between AI safety and existential risk from advanced AI systems, suggesting that work on AI safety necessarily entails serious consideration of…

Computers and Society · Computer Science 2025-02-17 Balint Gyevnar , Atoosa Kasirzadeh

In the last five years, edge computing has attracted tremendous attention from industry and academia due to its promise to reduce latency, save bandwidth, improve availability, and protect data privacy to keep data secure. At the same time,…

Artificial Intelligence · Computer Science 2019-06-06 Xingzhou Zhang , Yifan Wang , Sidi Lu , Liangkai Liu , Lanyu Xu , Weisong Shi

Recent advances in generative image editing have enabled transformative applications, from professional head shot generation to avatar stylization. However, these systems often require uploading high-fidelity facial images to third-party…

Cryptography and Security · Computer Science 2026-03-05 Dipesh Tamboli , Vineet Punyamoorty , Atharv Pawar , Vaneet Aggarwal

The rise of AI has transformed the software and hardware landscape, enabling powerful capabilities through specialized infrastructures, large-scale data storage, and advanced hardware. However, these innovations introduce unique attack…

Cryptography and Security · Computer Science 2025-08-29 Michael R Smith , Joe Ingram

With the increasing use of conversational AI systems, there is growing concern over privacy leaks, especially when users share sensitive personal data in interactions with Large Language Models (LLMs). Conversations shared with these models…

Computation and Language · Computer Science 2025-11-03 Jayden Serenari , Stephen Lee

Position Embeddings (PEs), an arguably indispensable component in Vision Transformers (ViTs), have been shown to improve the performance of ViTs on many vision tasks. However, PEs have a potentially high risk of privacy leakage since the…

Computer Vision and Pattern Recognition · Computer Science 2023-05-29 Bin Ren , Yahui Liu , Yue Song , Wei Bi , Rita Cucchiara , Nicu Sebe , Wei Wang

The rapid evolution of artificial intelligence (AI) has shifted from static, data-driven models to dynamic systems capable of perceiving and interacting with real-world environments. Despite advancements in pattern recognition and symbolic…

Human pose estimation (HPE) is crucial for various applications. However, deploying HPE algorithms in surveillance contexts raises significant privacy concerns due to the potential leakage of sensitive personal information (SPI) such as…

Computer Vision and Pattern Recognition · Computer Science 2024-09-05 Wenjun Huang , Yang Ni , Arghavan Rezvani , SungHeon Jeong , Hanning Chen , Yezi Liu , Fei Wen , Mohsen Imani

Edge inference (EI) has emerged as a promising paradigm to address the growing limitations of cloud-based Deep Neural Network (DNN) inference services, such as high response latency, limited scalability, and severe data privacy exposure.…

Machine Learning · Computer Science 2025-05-30 Zhipeng Cheng , Xiaoyu Xia , Hong Wang , Minghui Liwang , Ning Chen , Xuwei Fan , Xianbin Wang

Space-air-ground integrated networks (SAGINs) face unprecedented security challenges due to their inherent characteristics, such as multidimensional heterogeneity and dynamic topologies. These characteristics fundamentally undermine…

Cryptography and Security · Computer Science 2025-08-05 Chenbo Hu , Ruichen Zhang , Bo Li , Xu Jiang , Nan Zhao , Marco Di Renzo , Dusit Niyato , Arumugam Nallanathan , George K. Karagiannidis

Embodied Artificial Intelligence (Embodied AI) is crucial for achieving Artificial General Intelligence (AGI) and serves as a foundation for various applications (e.g., intelligent mechatronics systems, smart manufacturing) that bridge…

Computer Vision and Pattern Recognition · Computer Science 2025-08-26 Yang Liu , Weixing Chen , Yongjie Bai , Xiaodan Liang , Guanbin Li , Wen Gao , Liang Lin

As AI rapidly advances, the security risks posed by AI are becoming increasingly severe, especially in critical scenarios, including those posing existential risks. If AI becomes uncontrollable, manipulated, or actively evades safety…

Artificial Intelligence · Computer Science 2025-08-29 Donglin Wang , Weiyun Liang , Chunyuan Chen , Jing Xu , Yulong Fu

In recent years, the notion of federated learning (FL) has led to the new paradigm of distributed artificial intelligence (AI) with privacy preservation. However, most current FL systems suffer from data privacy issues due to the…

Cryptography and Security · Computer Science 2024-03-04 Lo-Yao Yeh , Sheng-Po Tseng , Chia-Hsun Lu , Chih-Ya Shen

Artificial intelligence (AI) systems are being readily and rapidly adopted, increasingly permeating critical domains: from consumer platforms and enterprise software to networked systems with embedded agents. While this has unlocked…

Cryptography and Security · Computer Science 2025-12-16 Amy Chang , Tiffany Saade , Sanket Mendapara , Adam Swanda , Ankit Garg

As artificial intelligence (AI) systems become increasingly adopted across sectors, the need for robust, proactive security strategies is paramount. Traditional defensive measures often fall short against the unique and evolving threats…

Cryptography and Security · Computer Science 2025-05-13 Josh Harguess , Chris M. Ward

With the rapid advancements in Artificial Intelligence (AI), autonomous agents are increasingly expected to manage complex situations where learning-enabled algorithms are vital. However, the integration of these advanced algorithms poses…

Foundation models--such as GPT, CLIP, and DINO--have achieved revolutionary progress in the past several years and are commonly believed to be a promising approach for general-purpose AI. In particular, self-supervised learning is adopted…

Cryptography and Security · Computer Science 2023-06-12 Jinyuan Jia , Hongbin Liu , Neil Zhenqiang Gong

We introduce Platform for Situated Intelligence, an open-source framework created to support the rapid development and study of multimodal, integrative-AI systems. The framework provides infrastructure for sensing, fusing, and making…

Artificial Intelligence · Computer Science 2021-03-31 Dan Bohus , Sean Andrist , Ashley Feniello , Nick Saw , Mihai Jalobeanu , Patrick Sweeney , Anne Loomis Thompson , Eric Horvitz
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