Month: November 2024
Unlocking the power of time-series data with multimodal models
The successful application of machine learning to understand the behavior of complex real-world systems from healthcare to climate requires robust methods for processing time ...
Helping everyone build AI for healthcare applications with open foundation models
AI can have a tremendous potential impact on healthcare by helping to improve diagnostic accuracy, broadening access to care, and easing administrative burden to ...
Bridging the gap in differentially private model training
Vulnerability gap in DP-SGD privacy analysis Most practical implementations of DP-SGD shuffle the training examples and divide them into fixed-size mini-batches, but directly analyzing ...
Tool invocation rewriting for zero-shot tool retrieval
Augmenting large language models (LLMs) with external tools, rather than relying solely on their internal knowledge, could unlock their potential to solve more challenging ...
Google’s research on quantum error correction
Quantum computers have the potential to revolutionize drug discovery, material design and fundamental physics — that is, if we can get them to work ...
Scaling wearable foundation models
Wearable devices that measure physiological and behavioral signals have become commonplace. There is growing evidence that these devices can have a meaningful impact promoting ...
Scalable learning of segment-level traffic congestion functions
Cities face the constant challenge of traffic congestion, which is intrinsically linked to our quality of life. Congested streets impact not only our economies ...
Revolutionizing communication for people with severe motor impairments
Key findings from user studies In addition to simulation experiments, we conducted user studies to test the effectiveness of SpeakFaster. The studies involved both ...
A new era of discovery
AI is revolutionizing the landscape of scientific research, enabling advancements at a pace that was once unimaginable — from accelerating drug discovery to designing ...
The Changing Role of Mathematics in Machine Learning Research
What is the Role of Mathematics in Modern Machine Learning? The past decade has witnessed a shift in how progress is made in machine ...
