2 papers
cs.LG2026
Active Flow Matching
Yashvir S. Grewal, Daniel M. Steinberg, Thang D. Bui +2
Discrete diffusion and flow matching models capture complex, non-additive and non-autoregressive structure in high-dimensional objective landscapes through parallel, iterative refi…
cs.LG2024
Improving Uncertainty Quantification in Large Language Models via Semantic Embeddings
Yashvir S. Grewal, Edwin V. Bonilla, Thang D. Bui
Accurately quantifying uncertainty in large language models (LLMs) is crucial for their reliable deployment, especially in high-stakes applications. Current state-of-the-art method…