Learning Paradigms

Federated EndoViT: Pretraining Vision Transformers via Federated Learning on Endoscopic Image Collections MIDL 2026 Federated Linear Dueling Bandits AAAI 2026 FedHarmony: Harmonizing Heterogeneous Label Correlations in Federated Multi-Label Learning CVPR 2026 FedPAGR: Federated Prototype Alignment via Geometric Refinement for Heterogeneous Architectures ACL 2026 FedSDA: Federated Stain Distribution Alignment for Non-IID Histopathological Image Classification AAAI 2026 FedSST: Rethinking Fair Federated Graph Learning under Structural Shift CVPR 2026 FedSteer: Taming Extreme Gradient Staleness in Federated Learning with Corrective Projections and Caching UAI 2026 Few-for-Many Personalized Federated Learning CVPR 2026 First-Order Softmax Weighted Switching Gradient Method for Distributed Stochastic Minimax Optimization with Stochastic Constraints UAI 2026 Gaussian Approximation and Multiplier Bootstrap for Federated Linear Stochastic Approximation UAI 2026 GDFA: Geometry-Driven Federated Unlearning with Directional Task Vector Alignment CVPR 2026 High-Rate Mixout: Revisiting Mixout for Robust Domain Generalization WACV 2026 HLML-SNN：Fast Continual Learning in Spiking Neural Networks Achieved via Hebbian Learning-Driven Meta-Learning AAAI 2026 Intention Chain-of-Thought Prompting with Dynamic Routing for Code Generation AAAI 2026 Learning from Evolving Training Dynamics: An Entropy-Maximizing Data Curation Strategy for LLM Supervised Post-Training ACL 2026 Learning from Oblivion: Predicting Knowledge-Overflowed Weights via Retrodiction of Forgetting CVPR 2026 Learning to accelerate distributed ADMM using graph neural networks L4DC 2026 MetaCaDI: A Meta-Learning Framework for Causal Discovery from Multiple Environments with Unknown Interventions UAI 2026 Meta-FC: Meta-Learning with Feature Consistency for Robust and Generalizable Watermarking CVPR 2026 Meta-Guided Sample Reweighting for Robust Cross-Modal Hashing Retrieval with Noisy Labels AAAI 2026 MetaSwarm at AbjadMed: Forensic Optimization and Class-Balanced Discovery for Medical Diglossia in Abjad Scripts EACL 2026 MRACL: Multi-Reward Space Guided Adaptive Curriculum Reinforcement Learning for LLMs AAAI 2026 Multi-Modal Style Transfer-based Prompt Tuning for Efficient Federated Domain Generalization AAAI 2026 Neural Architecture and Hyperparameter Selection Through Meta-Learning on Time Series AAAI 2026 Neural Mixture Density Processes CVPR 2026