Learn how to improve model predictions despite shifting data distributions.
― 5 min read
Statistics - Machine Learning
RSSLatest Articles
Latest Articles
Exploring the role of geometric insights in improving representation learning methods.
― 8 min read
This paper explores the impact of noise on softmax outputs and classification accuracy.
― 5 min read
Exploring the intersection of data privacy and continuous learning methods.
― 7 min read
Addressing data contamination in prediction with advanced conformal methods.
― 7 min read
A new method improves prototype learning using coding theory techniques.
― 7 min read
A new approach for resource allocation in social programs prioritizes needs and evaluation.
― 6 min read
New method improves uncertainty quantification in data analysis.
― 8 min read
Research focuses on improving machine learning defenses against adversarial attacks.
― 7 min read
Explore the challenges of adapting to changing rewards in decision-making.
― 5 min read
A new approach to improve representation of intersectional identities in image search.
― 5 min read
A new model improves sequence generation by combining the strengths of VAEs and SSMs.
― 5 min read
FedLog enhances federated learning with efficient communication and data privacy.
― 6 min read
This paper examines the synergy between Federated Learning and control applications.
― 3 min read
A framework to analyze causal relationships in extreme scenarios.
― 4 min read
A novel approach to enhance understanding of GNN predictions through causal relationships.
― 6 min read
New methods improve accuracy in measuring distances between data points.
― 6 min read
A look at the methods for studying changing processes across various fields.
― 6 min read
Investigating faster methods for two-sample testing using random Fourier features.
― 6 min read
A new method estimates causal effects using few interventions even with hidden factors.
― 6 min read
This study improves classifier performance through targeted strategies in Multi-Instance Partial Label Learning.
― 4 min read
A detailed look at training and dynamics in machine learning.
― 5 min read
RSCUSUM offers a solution to detect changes in data efficiently and accurately.
― 6 min read
Research focuses on plant traits using advanced imaging and machine learning techniques.
― 5 min read
A new method for better prediction sets using multiple score functions.
― 5 min read
ASkotch enhances kernel ridge regression efficiency for large datasets.
― 5 min read
Learn how Gaussian Processes improve predictions and manage uncertainty in data analysis.
― 7 min read
A new method improves data processing in particle physics by focusing on moments.
― 6 min read
Research explores how to estimate statistics while respecting user privacy needs.
― 5 min read
A new framework improves predictive modeling by merging varied engineering data sources.
― 6 min read
This article discusses a unified method to assess and improve traffic safety.
― 6 min read
AdapTable improves model predictions amid changing table data without retraining.
― 7 min read
Assessing biases in machine learning can lead to fairer outcomes for all.
― 6 min read
New algorithm enhances elliptical slice sampling for truncated distributions.
― 5 min read
A look at the significance of subweibull distributions in data analysis.
― 5 min read
A new framework connects theory with practice in machine learning.
― 6 min read
A new method streamlines the solving of parabolic partial differential equations.
― 6 min read
Examining the challenges of interpreting linear regression models in machine learning.
― 5 min read
New approach enhances generative models for efficient compound discovery.
― 6 min read
This study examines how part-time jobs affect high school students' math achievement.
― 6 min read
A new method enhances learning from complex data using Wasserstein proximals.
― 6 min read