2 citations · 4 across the 5 of their papers we have counts for
5 papers
Training a Knowledge Base: Supervised Structure Learning for Agent-Curated Document Stores
Yu Pan, Hongfeng Yu
Retrieval-augmented generation treats the document store as a frozen input, and the offline pipelines that do build structure over it build it unsupervised -- a whole corpus indexe…
Can Language Models Enable In-Context Database?
Yu Pan, Hongfeng Yu, Tianjiao Zhao +1
Large language models (LLMs) are emerging as few-shot learners capable of handling a variety of tasks, including comprehension, planning, reasoning, question answering, arithmetic…
Building Multi-Agent Copilot towards Autonomous Agricultural Data Management and Analysis
Yu Pan, Jianxin Sun, Hongfeng Yu +5
Current agricultural data management and analysis paradigms are to large extent traditional, in which data collecting, curating, integration, loading, storing, sharing and analyzin…
Transforming Agriculture with Intelligent Data Management and Insights
Yu Pan, Jianxin Sun, Hongfeng Yu +4
Modern agriculture faces grand challenges to meet increased demands for food, fuel, feed, and fiber with population growth under the constraints of climate change and dwindling nat…
Assessing Deep Neural Networks as Probability Estimators
Yu Pan, Kwo-Sen Kuo, Michael L. Rilee +1
Deep Neural Networks (DNNs) have performed admirably in classification tasks. However, the characterization of their classification uncertainties, required for certain applications…