Innovative sampling technique tackles challenges in complex distributions for machine learning.
― 5 min read
Computer Science - Machine Learning
RSSTempora-Fusion enhances Time-Lock Puzzles for secure and verifiable computations.
― 7 min read
A new method to improve image quality quickly using trained models.
― 4 min read
New methods improve model learning using effective negative samples in graph data.
― 7 min read
A novel method enhances model training by creating effective synthetic datasets.
― 8 min read
This article presents a method for real-time spam review detection and explainability.
― 7 min read
SiT enhances agents' ability to generalize in reinforcement learning through symmetry and attention.
― 6 min read
SecureSpectra offers a new way to safeguard audio identity against deepfake threats.
― 5 min read
A look into how linear networks learn and evolve during training.
― 6 min read
ERIC offers an efficient way to measure graph similarities with improved accuracy.
― 6 min read
ATLAS enhances seismic data selection using active learning and representation shifts.
― 7 min read
Combining physics and geometry for improved acoustic scattering predictions.
― 5 min read
LLM2FEA combines generative AI and evolutionary algorithms for innovative design solutions.
― 10 min read
Innovative method integrates electron density for improved molecular property predictions.
― 5 min read
Discover how Leaky ResNets enhance deep learning techniques.
― 6 min read
A new method improves code repair for underused programming languages.
― 6 min read
Research explores video analysis as a tool for early Parkinson's disease detection.
― 5 min read
Discover the potential of reference-based modulation in digital art.
― 6 min read
This work enhances privacy in graph diffusion while maintaining data utility.
― 7 min read
Synthetic data aids survival analysis by generating realistic datasets for better modeling.
― 6 min read
Researchers use machine learning to improve signal detection in communication systems.
― 5 min read
Exploring how Transformers classify data through contextual information.
― 6 min read
Improving MMDenseNet for quick and efficient music separation.
― 5 min read
Learn about FTFIs and their impact on tree data structures in machine learning.
― 5 min read
A new method simplifies variable selection in large datasets.
― 5 min read
A look into injectivity challenges and methods in ReLU layers within neural networks.
― 5 min read
A method to improve data collection for systems that change over time.
― 5 min read
Agents improve adaptability and efficiency using abstract models for planning and learning.
― 4 min read
Research advances methods for safer robot navigation using uncertainty estimation techniques.
― 5 min read
A new framework enhances learning efficiency in multi-agent systems through innovative world modeling.
― 6 min read
New framework blends rewards and constraints in reinforcement learning.
― 4 min read
A new measure of dissimilarity improves transfer learning in varied data distributions.
― 7 min read
Exploring how attention sinks impact language model performance and introducing a calibration technique.
― 5 min read
A new framework improves how large language models can work on edge devices.
― 7 min read
A new modular approach enhances variational inference in probabilistic programming languages.
― 5 min read
Analyzing AI models' performance on children's math problems reveals significant gaps.
― 4 min read
This paper examines how knowledge transfer enhances generative model accuracy.
― 5 min read
Exploring how AI is transforming the renewable energy landscape for better efficiency.
― 7 min read
Examining the need for better rules for AI in healthcare.
― 6 min read
New framework improves modeling of complex physical systems using discrete symmetry.
― 5 min read