privacy preservation

Unintended Memorization of Sensitive Information in Fine-Tuned Language Models EACL 2026 When Privacy Meets Recovery: The Overlooked Half of Surrogate-Driven Privacy Preservation for MLLM Editing AAAI 2026 Your Inference Request Will Become a Black Box: Confidential Inference for Cloud-based Large Language Models ACL 2026 Adaptive Distributed Kernel Ridge Regression: A Feasible Distributed Learning Scheme for Data Silos JMLR 2025 Adaptive Graph Unlearning IJCAI 2025 Adversarial Mixup Unlearning ICLR 2025 A Federated Approach to Few-Shot Hate Speech Detection for Marginalized Communities EMNLP 2025 A Middle Path for On-Premises LLM Deployment: Preserving Privacy Without Sacrificing Model Confidentiality EMNLP 2025 A New Federated Learning Framework Against Gradient Inversion Attacks AAAI 2025 An Inversion-based Measure of Memorization for Diffusion Models ICCV 2025 AnonyNoise: Anonymizing Event Data with Smart Noise to Outsmart Re-Identification and Preserve Privacy WACV 2025 Approximated Behavioral Metric-based State Projection for Federated Reinforcement Learning IJCAI 2025 A Sample-Level Evaluation and Generative Framework for Model Inversion Attacks AAAI 2025 Asynchronous Event Error-Minimizing Noise for Safeguarding Event Dataset ICCV 2025 Balancing Privacy and Performance: A Many-in-One Approach for Image Anonymization AAAI 2025 Balancing Privacy and Utility in Personal LLM Writing Tasks: An Automated Pipeline for Evaluating Anonymizations NAACL 2025 Beyond Reconstruction: Generating Privacy-Preserving Clinical Letters NAACL 2025 BIV-Priv-Seg: Locating Private Content in Images Taken by People with Visual Impairments WACV 2025 BrainGuard: Privacy-Preserving Multisubject Image Reconstructions from Brain Activities AAAI 2025 Breaking Resource Barriers in Speech Emotion Recognition via Data Distillation Interspeech 2025 Can Federated Learning Safeguard Private Data in LLM Training? Vulnerabilities, Attacks, and Defense Evaluation EMNLP 2025 CBP-Tuning: Efficient Local Customization for Black-box Large Language Models EMNLP 2025 CLEAR: Character Unlearning in Textual and Visual Modalities ACL 2025 CollabEdit: Towards Non-destructive Collaborative Knowledge Editing ICLR 2025 Decoupled Subgraph Federated Learning ICLR 2025