Xiang Liu
3 papers · Latest:
Machine Learning
MinT: Managed Infrastructure for Training and Serving Millions of LLMs
MinT is a managed infrastructure system for efficiently training and serving millions of LoRA-adapted LLMs over shared base models.
2605.13779
Machine LearningMDN: Parallelizing Stepwise Momentum for Delta Linear Attention
MDN introduces a parallel stepwise momentum algorithm for Linear Attention, improving LLM performance and stability for long sequences.
2605.05838
Information RetrievalDiscrete Preference Learning for Personalized Multimodal Generation
DPPMG learns discrete modal-specific preferences to generate personalized and consistent multimodal content from user interactions.
2604.20434
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