Super-resolution (SR) techniques have recently been proposed to upscale the outputs of neural radiance fields (NeRF) and generate high-quality images with enhanced inference speeds. However, existing NeRF+SR methods increase training overhead by using extra input features, loss functions, and/or expensive training procedures such as knowledge distillation. In this paper, we aim to leverage SR for…
Data is the new soil, and in this fertile new ground, MIT researchers are planting more than just pixels. By using synthetic images to train machine learning models, a team of scientists recently surpassed results obtained from traditional “real-image” training methods.
At the core of the approach is a system called StableRep, which doesn't just…
In the ever-evolving realm of marketing, one strategy continues to stand the test of time — Outbound Marketing.
Dating back to the roots of commerce, outbound marketing has played a pivotal role in connecting businesses with their audiences.
However, as technology reshapes our world and consumer expectations soar to new heights, the landscape of outbound…
As we approach the new year, the realization that December is upon us is nothing short of astonishing. Amidst the hustle and bustle of holiday campaigns that have likely consumed our attention in recent weeks, we find ourselves at a pivotal juncture to navigate the post-festive landscape.
To help you prepare for this next phase,…
For years, Meta Ads have been a mainstay in digital marketing strategies, with companies predicted to spend between $36.5 billion and $40 billion in Q4 2023 alone.
However, the landscape is undergoing a seismic shift, with the repercussions of privacy changes reverberating across the advertising sphere. The recent implementation of iOS 17 changes and the…
This paper was accepted at the workshop on Regulatable ML at NeurIPS 2023.
Conformal Prediction (CP) is a method of estimating risk or uncertainty when using Machine Learning to help abide by common Risk Management regulations often seen in fields like healthcare and finance. CP for regression can be challenging, especially when the output distribution…
This semester, students and postdocs across MIT were invited to submit ideas for the first-ever MIT Ignite: Generative AI Entrepreneurship Competition. Over 100 teams submitted proposals for startups that utilize generative artificial intelligence technologies to develop solutions across a diverse range of disciplines including human health, climate change, education, and workforce dynamics.
On Oct. 30,…
When it comes to privacy, the winds of change are blowing stronger than ever. With landmark regulations like GDPR and CCPA taking hold in 2018 and 2020 respectively, data privacy has surged to the forefront of the tech landscape. And it doesn’t appear to be slowing down.
Giants like Google, Meta, and Apple have made…
