2 papers
cs.CL2026
Induced Numerical Instability: Hidden Costs in Multimodal Large Language Models
Wai Tuck Wong, Jun Sun, Arunesh Sinha
The use of multimodal large language models has become widespread, and as such the study of these models and their failure points has become of utmost importance. We study a novel…
cs.LG2022
Beyond NaN: Resiliency of Optimization Layers in The Face of Infeasibility
Wai Tuck Wong, Sarah Kinsey, Ramesha Karunasena +2
Prior work has successfully incorporated optimization layers as the last layer in neural networks for various problems, thereby allowing joint learning and planning in one neural n…