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Security and Privacy on Generative Data in AIGC: A Survey
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Outgoing claims: the papers this work cites, builds on, or argues with.
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RepMix: Representation Mixing for Robust Attribution of Synthesized Images
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Level Up the Deepfake Detection: A Method to Effectively Discriminate Images Generated by GAN Architectures and Diffusion Models
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Visual privacy attacks and defenses in deep learning: a survey
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PPUP-GAN: A GAN-based privacy-protecting method for aerial photography
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Proactive image manipulation detection via deep semi-fragile watermark
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inferredcites →https://doi.org/10.1016/s0898-1221(96)90463-0openalex-snapshot
Advances in neural information processing systems 7
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A Hybrid Approach With GAN and DP for Privacy Preservation of IIoT Data
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VR, Deepfakes and Epistemic Security
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AI-Generated Image Detection using a Cross-Attention Enhanced Dual-Stream Network
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Disentangled Representation Learning for Multiple Attributes Preserving Face Deidentification
inferredcites →https://doi.org/10.1109/tpami.2023.3290175openalex-snapshot
3D-Aware Adversarial Makeup Generation for Facial Privacy Protection
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Adversarial Deepfakes: Evaluating Vulnerability of Deepfake Detectors to Adversarial Examples
inferredcites →https://doi.org/10.1109/wacv56688.2023.00138openalex-snapshot
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TI 2 Net: Temporal Identity Inconsistency Network for Deepfake Detection
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Deep Image Fingerprint: Towards Low Budget Synthetic Image Detection and Model Lineage Analysis
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Semantics derived automatically from language corpora contain human-like biases
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Deep Learning with Differential Privacy
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Persistent Anti-Muslim Bias in Large Language Models
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Artificial Intelligence Security: Threats and Countermeasures
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inferred← citeshttps://doi.org/10.1080/23736992.2024.2418053openalex-snapshot
The “Trolley Problem” in Fully Automated AI-Driven Media: A Challenge Beyond Autonomous Driving
inferred← citeshttps://doi.org/10.1109/access.2024.3416458openalex-snapshot
Decentralized Deepfake Task Management Algorithm Based on Blockchain and Edge Computing
inferred← citeshttps://doi.org/10.1109/avss65446.2025.11149894openalex-snapshot
Latent Orthogonal Perturbation: A Data Poisoning Approach to Prevent Unauthorized LoRA Fine-Tuning
inferred← citeshttps://doi.org/10.1109/bdpc69980.2026.11608049openalex-snapshot
GRAD: Gradient-based Robustness Audit for Multimodal Diffusion Models
inferred← citeshttps://doi.org/10.1109/comst.2025.3646700openalex-snapshot
Generative AI-Empowered Secure Communications in Space–Air–Ground Integrated Networks: A Survey and Tutorial
inferred← citeshttps://doi.org/10.1109/cress68073.2025.11452476openalex-snapshot
AIGC-HRSTG: Dissecting API Behaviors in Encrypted AIGC Traffic via Heterogeneous-Relational Spatio-Temporal Graph Learning
inferred← citeshttps://doi.org/10.1109/cvpr52733.2024.01028openalex-snapshot
CGI-DM: Digital Copyright Authentication for Diffusion Models via Contrasting Gradient Inversion
inferred← citeshttps://doi.org/10.1109/eespe63401.2025.10986983openalex-snapshot
Construction and Application Research of University Academic Early Warning System Based on AIGC Technology
inferred← citeshttps://doi.org/10.1109/iccv51701.2025.00237openalex-snapshot
FDPT: Federated Discrete Prompt Tuning for Black-Box Visual-Language Models
inferred← citeshttps://doi.org/10.1109/icosaas68663.2026.11649096openalex-snapshot
Privacy-Aware AI Logging Framework for Omni-commerce Applications
inferred← citeshttps://doi.org/10.1109/ijcb62174.2024.10744490openalex-snapshot
DDAP: Dual-Domain Anti-Personalization against Text-to-Image Diffusion Models
inferred← citeshttps://doi.org/10.1109/iotm.001.2400004openalex-snapshot
Security Risks Concerns of Generative AI in the IoT
inferred← citeshttps://doi.org/10.1109/ism66958.2025.00011openalex-snapshot
Exploring Privacy and Security Risks in LLMs: Data Leakage, Prompt Injection, and Membership Inference
inferred← citeshttps://doi.org/10.1109/iwqos65803.2025.11143280openalex-snapshot
Exploring Cooperative Caching for AI-Generated Content Inference in Edge Networks
inferred← citeshttps://doi.org/10.1109/jiot.2026.3684800openalex-snapshot
Holo-Code: A Robust and Statistically Lossless Holographic Watermarking Framework for AIGC in Cloud–Edge IoT
inferred← citeshttps://doi.org/10.1109/jiot.2026.3685802openalex-snapshot
A Scalable Dual-Layer Blockchain Framework for Trustworthy and Efficient Full-Lifecycle AIGC Copyright Management
inferred← citeshttps://doi.org/10.1109/ltdh64262.2024.00043openalex-snapshot
Evaluation and Optimization Path Generation of College Students' Innovation and Entrepreneurship Projects Integrating AIGC Technology
inferred← citeshttps://doi.org/10.1109/mci.2026.3678879openalex-snapshot
Affective Computing in the Age of GenAI: Balancing Risks and Rewards
inferred← citeshttps://doi.org/10.1109/mcom.004.2500025openalex-snapshot
Generative AI-Driven Cross-Layer Covert Communication: Fundamentals, Framework, and Case Study
inferred← citeshttps://doi.org/10.1109/tbiom.2024.3449849openalex-snapshot
Seeing is Not Believing: An Identity Hider for Human Vision Privacy Protection
inferred← citeshttps://doi.org/10.1109/tce.2025.3644940openalex-snapshot
RO-SVD+: A Hardware-Based Framework Against AI Attacks for Cost-Effective GenAI Copyright Protection in Consumer Electronics
inferred← citeshttps://doi.org/10.1109/tcsvt.2025.3642768openalex-snapshot
Take Fake as Real: Realistic-Like Robust Black-Box Adversarial Attack to Evade AIGC Detection
inferred← citeshttps://doi.org/10.1109/tem.2024.3472292openalex-snapshot
Toward Trustworthy Governance of AI-Generated Content (AIGC): A Blockchain-Driven Regulatory Framework for Secure Digital Ecosystems
inferred← citeshttps://doi.org/10.1109/tifs.2026.3714133openalex-snapshot
Forgotten Horizons in Concept Erasure: Safeguarding Close-Proximity Concepts in Text-to-Image Models
inferred← citeshttps://doi.org/10.1109/tifs.2026.3723118openalex-snapshot
Suspicious Frequency Amplified Hybrid Framework for Generalizable AIGC Image Detection
inferred← citeshttps://doi.org/10.1109/tip.2026.3712345openalex-snapshot
Safe Image Generation via Lightweight Concept Erasure in Diffusion Models
inferred← citeshttps://doi.org/10.1109/tkde.2026.3673320openalex-snapshot
Structure-Aware Conditional Diffusion Generation for Incomplete Multi-View Clustering
inferred← citeshttps://doi.org/10.1109/tmc.2025.3551597openalex-snapshot
Vision Language Model-Empowered Contract Theory for AIGC Task Allocation in Teleoperation
inferred← citeshttps://doi.org/10.1109/tpami.2025.3605195openalex-snapshot
Make Identity Indistinguishable: Utility-Preserving Face Dataset Publication With Provable Privacy Guarantees
inferred← citeshttps://doi.org/10.1109/tsc.2026.3680581openalex-snapshot
Combating Free-Riding in AIGC Service System: A Decentralized Reputation-Based Model Management Approach
inferred← citeshttps://doi.org/10.1111/exsy.70397openalex-snapshot
A Comprehensive Review of Generative Adversarial Networks in Deep Learning: Emerging Applications and Hybrid Architectures
inferred← citeshttps://doi.org/10.1145/3729418openalex-snapshot
Anonymization Techniques for Behavioral Biometric Data: A Survey
inferred← citeshttps://doi.org/10.1145/3746027.3754992openalex-snapshot
ICE: Intercede Concept Erasure in Text-to-Image Diffusion Models
inferred← citeshttps://doi.org/10.1145/3760526openalex-snapshot
Advancements in AI-Generated Content Forensics: A Systematic Literature Review
inferred← citeshttps://doi.org/10.1145/3770853openalex-snapshot
Digital Privacy Under Attack: Challenges and Enablers
inferred← citeshttps://doi.org/10.1145/3779060openalex-snapshot
Adversarial Face Database against Deep Learning-Enabled Reconstruction Attacks
inferred← citeshttps://doi.org/10.1148/ryai.250273openalex-snapshot
Rethinking Privacy in Medical Imaging AI: From Metadata and Pixel-Level Identification Risks to Federated Learning and Synthetic Data Challenges
inferred← citeshttps://doi.org/10.1177/01655515251365575openalex-snapshot
Identification of AIGC and human-generated implicitly toxic content on social media
inferred← citeshttps://doi.org/10.1177/01655515261471855openalex-snapshot
From evaluation to adoption: Understanding user perceptions and drivers toward artificial intelligence–generated content adoption on social media
inferred← citeshttps://doi.org/10.1177/21582440251401651openalex-snapshot
AIGC Technology in the Fintech Sector: An Analysis of Theme Evolution Based on the BERTopic Model
inferred← citeshttps://doi.org/10.12677/ecl.2025.14113693openalex-snapshot
The Opportunities and Challenges of AI-Generated Content in Effecting a Paradigm Shift in User Experience and Consumer Psychology
inferred← citeshttps://doi.org/10.12688/f1000research.182166.1openalex-snapshot
Artificial Intelligence and Image Manipulation in social media: A TCCM-Based Review of Privacy Implications
inferred← citeshttps://doi.org/10.16997/jdd.1625openalex-snapshot
The Case for Using Generative AI to Run Deliberation Simulations
inferred← citeshttps://doi.org/10.2139/ssrn.5059403openalex-snapshot
Generative AI For Predictive Credit Scoring And Lending Decisions Investigating How AI Is Revolutionising Credit Risk Assessments And Automating Loan Approval Processes In Banking
inferred← citeshttps://doi.org/10.2139/ssrn.5180680openalex-snapshot
Mapping the Emotional Landscape of Ai Interactions for Human-Centered Ai Development
inferred← citeshttps://doi.org/10.2139/ssrn.6482425openalex-snapshot
Research on Tourists’ Experience of AI-Generated Content in the Context of Human-AI Interaction
inferred← citeshttps://doi.org/10.2196/59792openalex-snapshot
Generative AI Models in Time-Varying Biomedical Data: Scoping Review
inferred← citeshttps://doi.org/10.3389/fpsyg.2025.1644209openalex-snapshot
Research on the influencing factors of generative artificial intelligence usage intent in post-secondary education: an empirical analysis based on the AIDUA extended model
inferred← citeshttps://doi.org/10.3389/fspor.2025.1597444openalex-snapshot
Algorithmic fandom: how generative AI is reshaping sports marketing, fan engagement, and the integrity of sport
inferred← citeshttps://doi.org/10.3390/app15062914openalex-snapshot
Differential Privacy in Federated Learning: An Evolutionary Game Analysis
inferred← citeshttps://doi.org/10.3390/e27030283openalex-snapshot
Backdoor Training Paradigm in Generative Adversarial Networks
inferred← citeshttps://doi.org/10.34133/research.0804openalex-snapshot
Generative Artificial Intelligence in the Metaverse Era: A Review on Models and Applications
inferred← citeshttps://doi.org/10.53941/tai.2025.100009openalex-snapshot
Recent Advances in Artificial Intelligence for Management and Financial Technology
inferred← citeshttps://doi.org/10.9781/ijimai.2024.02.011openalex-snapshot
Generative Artificial Intelligence in Education: From Deceptive to Disruptive.
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Science and Advanced Computing — runs a structured editorial panel for researchers
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