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cs.LG2026
Epiplexity Guided Data Selection and Generation for Out-of-Distribution Generalization
Ellen Su, Andres Potapczynski, Shikai Qiu +2
Modern systems are increasingly expected to transfer across tasks not specified during training. What data facilitates generalization in these new, unanticipated settings? One hypo…
cs.LG2024
MOTIVE: A Drug-Target Interaction Graph For Inductive Link Prediction
John Arevalo, Ellen Su, Anne E Carpenter +1
Drug-target interaction (DTI) prediction is crucial for identifying new therapeutics and detecting mechanisms of action. While structure-based methods accurately model physical int…
cs.LG2024
Extracting Memorized Training Data via Decomposition
Ellen Su, Anu Vellore, Amy Chang +4
The widespread use of Large Language Models (LLMs) in society creates new information security challenges for developers, organizations, and end-users alike. LLMs are trained on la…