Bryan A. Plummer

Bias Mimicking: A Simple Sampling Approach for Bias Mitigation

2022 · arXiv (Cornell University)

Prior work has shown that Visual Recognition datasets frequently underrepresent bias groups $B$ (\eg Female) within class labels $Y$ (\eg Programmers). This dataset bias can lead to models that learn spurious correlations between class labels …

Fine-grained Token Allocation Via Operation Pruning for Efficient MLLMs

2025 · arXiv (Cornell University)

Token reduction accelerates Multimodal Large Language Models (MLLMs) by reducing excessive tokens, but overlooks structural redundancy differences, where critical and redundant modules process identical token loads. For fine-grained computation control, we define an ``operation" as …