A study on using predictive uncertainty to reduce catastrophic forgetting in machine learning models.
― 5 min read
Cutting edge science explained simply
A study on using predictive uncertainty to reduce catastrophic forgetting in machine learning models.
― 5 min read
Combining multiple models leads to more accurate predictions.
― 7 min read
A new hybrid approach boosts the accuracy of oil price predictions using deep learning.
― 6 min read
Examining how to improve certainty in AI predictions through conflictual loss.
― 5 min read
MEDFuse combines structured and unstructured data for better health outcome predictions.
― 5 min read
A new method enhances prediction efficiency using entropy-based reweighting.
― 5 min read
NCP simplifies learning conditional probabilities for better decision-making across fields.
― 7 min read
A new method enhances neural networks for clustered data analysis.
― 6 min read
A new method for identifying change points in data patterns using continuous optimization.
― 7 min read
Machine learning tools like CHGNet reshape materials research and predictions.
― 5 min read
A new framework enhances app prediction through advanced data integration techniques.
― 7 min read
Introducing CNES for efficient link prediction in changing networks.
― 6 min read
Exploring self-distillation's benefits and applications in enhancing machine learning models.
― 5 min read
A new method for safer predictions in critical applications.
― 6 min read
GLEAMS offers clear local and global explanations for machine learning predictions efficiently.
― 6 min read
SGMCMC and meta-learning enhance Bayesian Neural Networks for better predictions.
― 6 min read
A new method approximates neural networks for better uncertainty analysis.
― 5 min read
A new approach uses language data to enhance problem diagnosis in industrial systems.
― 6 min read
This study examines counterfactual explanations and the impact of balancing techniques on student success predictions.
― 7 min read
A novel method to enhance data discovery and analysis for better predictions.
― 5 min read
Discover how predicting career trajectories can shape job opportunities for everyone.
― 5 min read
A new method reveals insights into prediction errors and model complexity.
― 8 min read
A look into the types and measurement of uncertainty in predictions.
― 7 min read
Leveraging data for better forecasts in collaborative processes.
― 5 min read
This paper explores how bootstrap methods enhance stability and robustness in SGD models.
― 5 min read
A look into the learning and manipulation of time series models.
― 5 min read
New techniques improve early prediction of chronic health issues using patient data.
― 7 min read
A new method for selecting statistical models aims for simplicity and improved accuracy.
― 4 min read
Study uses AI to improve predictions of low birth weight in newborns.
― 6 min read
Enhancing predictions through weighted Test-Time Augmentation methods.
― 7 min read
New methods improve event prediction in temporal knowledge graphs.
― 7 min read
Effective visualizations help convey uncertain predictions for better decision-making.
― 5 min read
New methods improve the accuracy of estimating conditional densities in complex data.
― 6 min read
New method enhances prediction reliability for diverse groups in high-stakes scenarios.
― 5 min read
A look into extreme multi-label classification and its calibration strategies.
― 6 min read
Discover a method that improves model selection and predictions in statistics.
― 7 min read
Leveraging single-visit health records to improve patient outcome predictions.
― 5 min read
A look at how bouncy balls can reveal complex behavior in chaotic systems.
― 7 min read
A look into Scalar-on-Shape regression and its applications.
― 6 min read
A new model improves financial data analysis and predictions.
― 6 min read