🏢 North Carolina State University

Uncertainty-aware HPO boosts iterative learner performance by over 50%, reducing regret and exploration time via a novel UQ-guided scheme.

RUNG: a novel GNN architecture boasting superior robustness against adaptive attacks by employing an unbiased aggregation technique.

ProTransformer robustifies transformers with a novel plug-and-play attention mechanism, significantly improving robustness across various tasks and domains without retraining.

A few high-performing agents using efficient sampling strategies can significantly boost the overall convergence speed of distributed machine learning algorithms, surpassing the performance of many mo…

Accelerate DEQ certification up to 7x with Serialized Random Smoothing (SRS), achieving certified robustness on large-scale datasets without sacrificing accuracy.