4 papers
Addressing the Reasoning Gap: Mechanistic Circuit-Based Knowledge Editing in Large Language Models
Tianyi Zhao, Yinhan He, Wendy Zheng +1
Deploying Large Language Models (LLMs) in real-world dynamic environments raises the challenge of updating their pre-trained knowledge. While existing knowledge editing methods can…
Uncertainty-Aware Complex Scientific Table Data Extraction
Kehinde Ajayi, Yi He, Jian Wu
Table structure recognition (TSR) and optical character recognition (OCR) play crucial roles in extracting structured data from tables in scientific documents. However, existing ex…
Fairness-Aware Streaming Feature Selection with Causal Graphs
Leizhen Zhang, Lusi Li, Di Wu +2
Its crux lies in the optimization of a tradeoff between accuracy and fairness of resultant models on the selected feature subset. The technical challenge of our setting is twofold:…
Uncertainty Quantification in Table Structure Recognition
Kehinde Ajayi, Leizhen Zhang, Yi He +1
Quantifying uncertainties for machine learning models is a critical step to reduce human verification effort by detecting predictions with low confidence. This paper proposes a met…