Security & Privacy

FLSeg: Enhancing Privacy and Robustness in Federated Learning under Heterogeneous Data via Model Segmentation ICCV 2025 From Intentions to Techniques: A Comprehensive Taxonomy and Challenges in Text Watermarking for Large Language Models NAACL 2025 Gaussian Differentially Private Human Faces Under a Face Radial Curve Representation ICLR 2025 Geminio: Language-Guided Gradient Inversion Attacks in Federated Learning ICCV 2025 General Staircase Mechanisms for Optimal Differential Privacy AISTATS 2025 Generic Adversarial Attack Framework Against Vertical Federated Learning IJCAI 2025 Gibberish is All You Need for Membership Inference Detection in Contrastive Language-Audio Pretraining NAACL 2025 Global Group Fairness in Federated Learning via Function Tracking AISTATS 2025 Gradient Inversion Attacks on Parameter-Efficient Fine-Tuning CVPR 2025 Harnessing Global-Local Collaborative Adversarial Perturbation for Anti-Customization CVPR 2025 HateImgPrompts: Mitigating Generation of Images Spreading Hate Speech NAACL 2025 Hidden in Plain Sight: Evaluation of the Deception Detection Capabilities of LLMs in Multimodal Settings ACL 2025 Hiding Images in Diffusion Models by Editing Learned Score Functions CVPR 2025 How Private are Language Models in Abstractive Summarization? EMNLP 2025 Human-Inspired Obfuscation for Model Unlearning: Local and Global Strategies with Hyperbolic Representations EMNLP 2025 Identifying Pre-training Data in LLMs: A Neuron Activation-Based Detection Framework EMNLP 2025 Identifying Unlearned Data in LLMs via Membership Inference Attacks EMNLP 2025 IDFace: Face Template Protection for Efficient and Secure Identification ICCV 2025 IDProtector: An Adversarial Noise Encoder to Protect Against ID-Preserving Image Generation CVPR 2025 Improved Unbiased Watermark for Large Language Models ACL 2025 IncogniText: Privacy-enhancing Conditional Text Anonymization via LLM-based Private Attribute Randomization IJCNLP 2025 Indonesian Speech Content De-Identification in Low Resource Transcripts COLING 2025 Inspecting the Representation Manifold of Differentially-Private Text NAACL 2025 Interaction-Aware Parameter Privacy-Preserving Data Sharing in Coupled Systems via Particle Filter Reinforcement Learning L4DC 2025 Investigating User Perspectives on Differentially Private Text Privatization NAACL 2025