A new approach to enhance user recommendations using hypergraph frameworks.
― 5 min read
Computer Science - Machine Learning
RSSA new algorithm improves decentralized learning as data evolves.
― 5 min read
Enhancing image quality through innovative neural network strategies.
― 5 min read
SEEK improves predictions and explanations in knowledge graphs for biomedical applications.
― 7 min read
This article examines vulnerabilities in semantic segmentation models and proposes solutions.
― 5 min read
Exploring how training choices affect model performance and generalization.
― 5 min read
Research highlights challenges and solutions for deep learning systems to adapt over time.
― 6 min read
An overview of optimal transport methods, their uses, challenges, and recent solutions.
― 5 min read
New methods improve efficiency in training smaller neural models.
― 5 min read
Introducing a novel approach to counterfactual reasoning using observational data and quantile regression.
― 6 min read
VCReg enhances transfer learning by promoting diverse feature representations in models.
― 6 min read
An overview of MLLMs and their applications in AI.
― 7 min read
A new method for identifying OOD data in machine learning models.
― 5 min read
Understanding machine learning models is crucial for trust and accountability.
― 9 min read
Examining online multiclass classification with set-valued feedback and its implications.
― 6 min read
Combining model parallelism and memory swapping to efficiently serve large models.
― 6 min read
Evaluating how environmental changes affect image recognition model performance.
― 5 min read
Minigrid and Miniworld are tools for testing decision-making in AI.
― 6 min read
New model improves accuracy of plant carbon uptake measurements across different regions.
― 6 min read
A novel approach enhances defenses in federated learning systems against adversarial attacks.
― 7 min read
QNNRepair improves the accuracy of neural networks after quantization.
― 6 min read
Examining the impacts of federated learning on model generalization and data privacy.
― 6 min read
Innovative methods to improve neural network predictions in chaotic systems.
― 7 min read
Learn how Incremental Profit per Conversion reshapes promotion measurement.
― 5 min read
A new method improves visualization and accuracy in single-cell RNA sequencing analysis.
― 6 min read
New method reduces size of embedding layers while maintaining accuracy.
― 5 min read
This study examines the benefits of merging speech processing with visual data.
― 6 min read
Learn how AI can generate valuable synthetic datasets for telematics research.
― 7 min read
Methods to ensure Bayesian Neural Networks are reliable against adversarial attacks.
― 7 min read
NetBooster improves performance of tiny neural networks for smart devices.
― 5 min read
This research examines fine-tuning in few-shot imitation learning applications.
― 7 min read
New method improves predictions by considering multiple expert scores.
― 6 min read
A look at the impact of manifold contrastive learning on machine learning models.
― 5 min read
SBNNs improve efficiency in machine learning for resource-limited devices.
― 5 min read
This work reveals the benefits of decentralized communication in games with many agents.
― 5 min read
This method enhances outlier detection using a multi-stage process.
― 5 min read
A model that learns continuously while providing clear explanations for its decisions.
― 6 min read
Integrating human knowledge into AI models for better decision-making.
― 6 min read
ShapeLinker optimizes linker design for better drug efficacy using machine learning.
― 5 min read
A new method enhances image retrieval evaluation by reducing category influences.
― 6 min read