data from the trenches

Without positivity, we cannot do causal inference, but we don’t know what the best method to determine positivity is.

Because of climate change, algae inundation has increased dramatically in the Caribbean Sea in recent years. It has yielded negative…

Locating Objects in Pictures With Little to No Training Examples

With search engines and now AI assistants like ChatGPT, we have powerful tools to retrieve relevant information from the internet. However…

Introduced by OpenAI in 2021, CLIP is one of the essential elements of the ongoing AI art revolution. But CLIP, a joint text-image model…

Attention first originated in translation systems as a way to focus on parts of the input sentence, when generating words of the translated…

We are pleased to present our work accepted at the NeurIPS 2022 Workshop on Human in the Loop Learning! For a complete overview of our…

Federated Learning (FL) can enable privacy-preserving distributed computation across several clients. It is used to federate knowledge…

Given a text corpus, semantic search consists of retrieving texts whose meaning matches a search query. For example, if your search query…

When It Comes to Labeling Whole Graphs, Not Just Nodes

When It Comes to Forecasting Connections Within a Network

Where we argue uncertainty quantification methods should be benchmarked on tasks relevant to the ML practitioner.