Completed LoRA-SB Initialization Using Update Approximation for Low-Rank Fine-Tuning FedEx-LoRA Exact Aggregation for Federated and Efficient Fine-Tuning of Foundation Models Power-Learning Privacy-preserving Embeddings StructFormer Document Structure-Based Pre-training GuideQ Framework for Guided Questioning in Information Collection Ongoing Memorization in LLMs A review of recent methods Weight-Shared Networks A study of methods enabling scalable and dynamic neural networks for diverse deployment.