Learning Paradigms

PerFedRLNAS: One-for-All Personalized Federated Neural Architecture Search AAAI 2024 Performative Federated Learning: A Solution to Model-Dependent and Heterogeneous Distribution Shifts AAAI 2024 Personalized Federated Learning for Cross-City Traffic Prediction IJCAI 2024 Personalized Federated Learning via Feature Distribution Adaptation NeurIPS 2024 Personalized Federated Learning with Mixture of Models for Adaptive Prediction and Model Fine-Tuning NeurIPS 2024 Personalized PCA: Decoupling Shared and Unique Features JMLR 2024 Personalized Pieces: Efficient Personalized Large Language Models through Collaborative Efforts EMNLP 2024 pFedClub: Controllable Heterogeneous Model Aggregation for Personalized Federated Learning NeurIPS 2024 Phased Instruction Fine-Tuning for Large Language Models ACL 2024 PICSR: Prototype-Informed Cross-Silo Router for Federated Learning (Student Abstract) AAAI 2024 PLAES: Prompt-generalized and Level-aware Learning Framework for Cross-prompt Automated Essay Scoring COLING 2024 Point Transformer with Federated Learning for Predicting Breast Cancer HER2 Status from Hematoxylin and Eosin-Stained Whole Slide Images AAAI 2024 PORTAL: Automatic Curricula Generation for Multiagent Reinforcement Learning AAAI 2024 PPIDSG: A Privacy-Preserving Image Distribution Sharing Scheme with GAN in Federated Learning AAAI 2024 Practical Hybrid Gradient Compression for Federated Learning Systems IJCAI 2024 Private and Personalized Frequency Estimation in a Federated Setting NeurIPS 2024 Private Stochastic Convex Optimization with Heavy Tails: Near-Optimality from Simple Reductions NeurIPS 2024 Probabilistic Federated Prompt-Tuning with Non-IID and Imbalanced Data NeurIPS 2024 Provably Convergent Federated Trilevel Learning AAAI 2024 Proving Olympiad Algebraic Inequalities without Human Demonstrations NeurIPS 2024 Pure Exploration in Asynchronous Federated Bandits UAI 2024 Pushing the Limit of Fine-Tuning for Few-Shot Learning: Where Feature Reusing Meets Cross-Scale Attention AAAI 2024 Redefining Contributions: Shapley-Driven Federated Learning IJCAI 2024 ReEvo: Large Language Models as Hyper-Heuristics with Reflective Evolution NeurIPS 2024 Referee-Meta-Learning for Fast Adaptation of Locational Fairness AAAI 2024