Volkan Cevher

This article discusses a new method for optimizing machine learning models.

A study on the generalization of scaled deep ResNet networks.

New methods enhance safety in reinforcement learning while optimizing performance in constrained environments.

Explore the impact of norms on neural networks' training and performance.

DDPMs create new images by blending attributes from various categories.

REST technology enhances real-time seizure detection using EEG analysis.

A method to derive cost functions by analyzing expert actions in complex environments.

A new method improves model accuracy and efficiency in fluctuating data environments.

Learn how importance weighting enhances model performance amid covariate shifts.

A new method enhances integer linear programming with cut removal and machine learning.

Examining the efficiency and latency challenges of SMoE models in language processing.

Exploring membership inference attacks to protect data privacy in advanced models.

A new framework improves performance with fewer labeled images in semantic segmentation.