It should read "unions" of subspaces. Thank you for pointing out the typo.

Previous literature suggested that the goals of robustness and compactness might sometimes contradict.

A common feature of these applications is that there are multiple decision makers interacting with each other in a common environment.

The code is available at Contrastive-Sampling .

Sparse mixture-of-experts are domain generalizable learners.

Existing methods like ensemble still struggle to aggregate these models with the desired higher-order communications. In this work, we propose Cola, a novel paradigm that coordinates multiple VLMs for visual reasoning.