Bin Lin

Toward an Automated Auction Framework for Wireless Federated Learning Services Market

2020 · IEEE Transactions on Mobile Computing

In traditional machine learning, the central server first collects the data owners' private data together and then trains the model. However, people's concerns about data privacy protection are dramatically increasing. The emerging paradigm of federated …

LLMBind: A Unified Modality-Task Integration Framework

2024 · arXiv (Cornell University)

Despite recent progress in Multi-Modal Large Language Models (MLLMs), it remains challenging to integrate diverse tasks ranging from pixel-level perception to high-fidelity generation. Existing approaches often suffer from either restricted task extensibility or severe performance …