Ronald Wilson — accepted AI-conference papers

2025

LLM4RE: A Data-centric Feasibility Study for Relation Extraction

Anushka Swarup, Tianyu Pan, Ronald Wilson, Avanti Bhandarkar, Damon Woodard

COLING 2025main

Relation Extraction (RE) is a multi-task process that is a crucial part of all information extraction pipelines. With the introduction of the generative language models, Large Language Models (LLMs) have showcased significant performance boosts for complex natural language processing and understandi…

Cited by 0 Source ↗PDF ↗Scholar ↗

2025

Lyapunov-Stable Adaptive Control for Multimodal Concept Drift

Tianyu Pan, Mengdi Zhu, Alexa Jordyn Cole, Ronald Wilson, Damon L. Woodard

NeurIPS 2025poster

Multimodal learning systems often struggle in non-stationary environments due to concept drift, where changing data distributions can degrade performance. Modality-specific drifts and the lack of mechanisms for continuous, stable adaptation compound this challenge. This paper introduces LS-OGD, a no…

Cited by 0 Source ↗Scholar ↗