Research

Publications:

• ReMatch: Retrieval Enhanced Schema Matching with LLMs (opens in new tab)
• Evaluation Methodology for Large Language Models for Multilingual Document Question and Answer (opens in new tab)
• Fine-Tuning or Retrieval? Comparing Knowledge Injection in LLMs (opens in new tab)
• Predicting unplanned readmissions in the intensive care unit: a multimodality evaluation (opens in new tab)
• MessageNet: Message Classification using Natural Language Processing and Meta-data (opens in new tab)
• Detection of Infectious Disease Outbreaks in Search Engine Time Series Using Non-Specific Syndromic Surveillance with Effect-Size Filtering (opens in new tab)
• Low latency privacy preserving inference (opens in new tab)
• Wavelet decompositions of Random Forests-smoothness analysis, sparse approximation and applications (opens in new tab)
• Wavelet Decomposition of Gradient Boosting (opens in new tab)
• Interpolatory refinements of nets of curves
• Function space analysis of deep learning representation layers (opens in new tab)

Patents:

• System and method for improving machine learning models based on confusion error evaluation (opens in new tab)
• Iterative vectoring for constructing data driven machine learning models (opens in new tab)
• System and method for improving machine learning models by detecting and removing inaccurate training data (opens in new tab)