Learning Paradigms

Pre-Training Curriculum for Multi-Token Prediction in Language Models ACL 2025 Privacy in Metalearning and Multitask Learning: Modeling and Separations AISTATS 2025 Privacy-Preserving Federated Learning for Hate Speech Detection NAACL 2025 Problem-Solving Logic Guided Curriculum In-Context Learning for LLMs Complex Reasoning ACL 2025 Progressive Distribution Matching for Federated Semi-Supervised Learning AAAI 2025 ProST: Progressive Sub-task Training for Pareto-Optimal Multi-agent Systems Using Small Language Models IJCNLP 2025 Pseudo Informative Episode Construction for Few-Shot Class-Incremental Learning AAAI 2025 Q-MAML: Quantum Model-Agnostic Meta-Learning for Variational Quantum Algorithms AAAI 2025 Rapid Word Learning Through Meta In-Context Learning EMNLP 2025 Regularized Federated Learning for Privacy-Preserving Dysarthric and Elderly Speech Recognition Interspeech 2025 Reinforcement Active Client Selection for Federated Heterogeneous Graph Learning AAAI 2025 Reputation-aware Revenue Allocation for Auction-based Federated Learning AAAI 2025 Rethinking Byzantine Robustness in Federated Recommendation from Sparse Aggregation Perspective AAAI 2025 Rethinking Federated Graph Learning: A Data Condensation Perspective IJCAI 2025 Rethinking the Starting Point: Collaborative Pre-Training for Federated Downstream Tasks AAAI 2025 Revisiting LocalSGD and SCAFFOLD: Improved Rates and Missing Analysis AISTATS 2025 SADBA: Self-Adaptive Distributed Backdoor Attack Against Federated Learning AAAI 2025 SADDLe: Sharpness-Aware Decentralized Deep Learning with Heterogeneous Data WACV 2025 SAMULE: Self-Learning Agents Enhanced by Multi-level Reflection EMNLP 2025 SAP: Privacy-Preserving Fine-Tuning on Language Models with Split-and-Privatize Framework IJCAI 2025 Scalable and Trustworthy Learning in Heterogeneous Networks AAAI 2025 Scalable Federated One-Step Multi-View Clustering with Tensorized Regularization AAAI 2025 Scale Efficient Training for Large Datasets CVPR 2025 Scaling Probabilistic Circuits via Data Partitioning UAI 2025 Search Strategy Generation for Branch and Bound Using Genetic Programming AAAI 2025