privacy-preserving learning

Continual Pretraining on Encrypted Synthetic Data for Privacy-Preserving LLMs EACL 2026 FedPKDA: Personalized Federated Learning with Privacy-Preserving Knowledge Dynamic Alignment AAAI 2026 FedSkeleton: Secure Multi-Party Graph Skeleton Construction for Privacy-Preserving Federated Time-Series Forecasting AAAI 2026 GenVOG-DiT: A Transformer-Based Diffusion Model for Pose-Driven, Patient-Agnostic Nystagmus VOG Video Generation MIDL 2026 Adaptive Distributed Kernel Ridge Regression: A Feasible Distributed Learning Scheme for Data Silos JMLR 2025 BrainGuard: Privacy-Preserving Multisubject Image Reconstructions from Brain Activities AAAI 2025 Breaking Data Silos in Parkinson’s Disease Diagnosis: An Adaptive Federated Learning Approach for Privacy-Preserving Facial Expression Analysis AAAI 2025 Data-adaptive Differentially Private Prompt Synthesis for In-Context Learning ICLR 2025 Data-Centric AI for Chest X-Ray Analysis in Resource-Constrained Settings IJCAI 2025 Data-Free Black-Box Federated Learning via Zeroth-Order Gradient Estimation AAAI 2025 Differential Privacy Mechanisms in Neural Tangent Kernel Regression WACV 2025 DPGA-TextSyn: Differentially Private Genetic Algorithm for Synthetic Text Generation ACL 2025 Enhancing Clustered Federated Learning: Integration of Strategies and Improved Methodologies ICLR 2025 ESC: Erasing Space Concept for Knowledge Deletion CVPR 2025 Federated Class-Heterogeneous Report Labeling with Surgical Aggregation MIDL 2025 Federated Graph Condensation with Information Bottleneck Principles AAAI 2025 FedSum: Data-Efficient Federated Learning Under Data Scarcity Scenario for Text Summarization AAAI 2025 FedVLA: Federated Vision-Language-Action Learning with Dual Gating Mixture-of-Experts for Robotic Manipulation ICCV 2025 Filling Memory Gaps: Enhancing Continual Semantic Parsing via SQL Syntax Variance-Guided LLMs Without Real Data Replay AAAI 2025 Human-Imperceptible, Machine-Recognizable Images IJCAI 2025 Improving Private Random Forest Prediction Using Matrix Representation AAAI 2025 Label-Free Backdoor Attacks in Vertical Federated Learning AAAI 2025 Membership and Memorization in LLM Knowledge Distillation EMNLP 2025 pFedRAG: A Personalized Federated Retrieval-Augmented Generation System with Depth-Adaptive Tiered Embedding Tuning EMNLP 2025 Privacy-Preserving V2X Collaborative Perception Integrating Unknown Collaborators AAAI 2025