Learning Paradigms

Cutting Through Privacy: A Hyperplane-Based Data Reconstruction Attack in Federated Learning UAI 2025 Data-Driven Performance Guarantees for Classical and Learned Optimizers JMLR 2025 Data Poisoning Attack Defense and Evolutionary Domain Adaptation for Federated Medical Image Segmentation IJCAI 2025 DCHM: Dynamic Collaboration of Heterogeneous Models Through Isomerism Learning in a Blockchain-Powered Federated Learning Framework AAAI 2025 Decentralized Diffusion Models CVPR 2025 Decentralized Federated Learning with Model Caching on Mobile Agents AAAI 2025 Decentralized Low-Rank Fine-Tuning of Large Language Models ACL 2025 Decoupled Subgraph Federated Learning ICLR 2025 Defending Against Sophisticated Poisoning Attacks with RL-based Aggregation in Federated Learning AAAI 2025 Detecting Sockpuppetry on Wikipedia Using Meta-Learning ACL 2025 dFLMoE: Decentralized Federated Learning via Mixture of Experts for Medical Data Analysis CVPR 2025 Differentially Private Federated Learning with Time-Adaptive Privacy Spending ICLR 2025 Diffusion-Based Active Learning for Distributed Client Manifolds AAAI 2025 Diffusion Curriculum: Synthetic-to-Real Data Curriculum via Image-Guided Diffusion ICCV 2025 DIP: Unsupervised Dense In-Context Post-training of Visual Representations ICCV 2025 Discovering Options That Minimize Average Planning Time AAAI 2025 Disentangling Multi-view Representations via Curriculum Learning with Learnable Prior IJCAI 2025 Distilling A Universal Expert from Clustered Federated Learning IJCAI 2025 Distributed Stochastic Bilevel Optimization: Improved Complexity and Heterogeneity Analysis JMLR 2025 DocTTT: Test-Time Training for Handwritten Document Recognition using Meta-Auxiliary Learning WACV 2025 Domain Pre-training Impact on Representations EMNLP 2025 Do Syntactic Categories Help in Developmentally Motivated Curriculum Learning for Language Models? EMNLP 2025 DrAgent: Empowering Large Language Models as Medical Agents for Multi-hop Medical Reasoning EMNLP 2025 Dual-calibrated Co-training Framework for Personalized Federated Semi-Supervised Medical Image Segmentation AAAI 2025 DualGFL: Federated Learning with a Dual-Level Coalition-Auction Game AAAI 2025