A new method improves efficient deep learning models through exact orthogonality.
― 5 min read
Computer Science - Machine Learning
RSSAn analysis of the hardware requirements for efficiently running large language models.
― 6 min read
A new weight decay method enhances sparsification in neural networks.
― 6 min read
A framework to enhance neural networks by integrating human knowledge into learning algorithms.
― 7 min read
A framework to link image processing and text interpretation in vision models.
― 6 min read
A method using MCMC for effective negative sample generation in contrastive learning.
― 5 min read
A new framework for guiding generative models to achieve specific outputs.
― 5 min read
A new method improves audio-video alignment using pre-trained models.
― 6 min read
A new system improves serving large language models across various GPU configurations.
― 6 min read
A new method that improves planning and decision-making in reinforcement learning.
― 6 min read
Discover how Physics-Informed Neural Networks improve process modeling in chemical engineering.
― 5 min read
A new approach enhances numerical solver settings for boundary value problems.
― 8 min read
Research develops methods for better understanding complex graph relationships.
― 7 min read
A new framework enhances synthetic data creation while protecting personal information.
― 7 min read
A new method improves plant classification through multimodal deep learning techniques.
― 8 min read
Zipper effectively combines different data types for smarter AI models.
― 6 min read
A new multi-server approach improves federated learning efficiency and speed.
― 6 min read
New approach improves machine learning privacy and resilience against attacks.
― 5 min read
Examining how recurrent models can approximate functions based on prompts.
― 5 min read
A new method enhances agent learning in reinforcement learning environments.
― 7 min read
Examining how machine learning affects human choices and outcomes.
― 6 min read
New models improve predictions for machine life using deep learning.
― 5 min read
Examining how machines can learn to combine known concepts effectively.
― 6 min read
A new framework enhances the efficiency of catalyst adsorbate placement using machine learning.
― 6 min read
New methods reveal resilience in neural network circuits against manipulation.
― 6 min read
Exploring how data-driven methods improve understanding of material responses.
― 5 min read
DART enhances machine learning agents' decision-making in gaming environments.
― 6 min read
New methods enhance main task performance using auxiliary data without extra computation costs.
― 6 min read
A new method enhances GNSS data analysis for better tracking of slow slip events.
― 5 min read
GNAN combines interpretability and accuracy for graph-based AI models.
― 6 min read
This article examines popularity bias in recommendation systems and how LLMs can help.
― 6 min read
A new filtering method tackles outliers for better data accuracy.
― 6 min read
A new method offers clearer insights into deep learning model decisions.
― 6 min read
This study addresses difficulties in unlearning data from machine learning models.
― 4 min read
This article examines layer normalization's role in improving neural network classification.
― 6 min read
DumpKV enhances data storage efficiency by reducing write amplification.
― 7 min read
A framework to improve continual learning with graph-structured data.
― 6 min read
This study examines image clustering methods on large datasets, highlighting performance variations.
― 6 min read
Integrating SysCaps into energy modeling simplifies decision-making and improves predictions.
― 6 min read
A new RF imaging system enhances object recognition in challenging environments.
― 7 min read