activity
20202026
most citedSelf-Consuming Generative Models Go MAD

22 citations · 38 across the 16 of their papers we have counts for

collaborators

16 papers

cs.LG2026

Stable and Privacy-Preserving Synthetic Educational Data with Empirical Marginals: A Copula-Based Approach

Gabriel Diaz Ramos, Lorenzo Luzi, Debshila Basu Mallick +1

To advance Educational Data Mining (EDM) within strict privacy-protecting regulatory frameworks, researchers must develop methods that enable data-driven analysis while protecting…

cs.CY2026

Learning Context: A Unified Framework and Roadmap for Context-Aware AI in Education

Naiming Liu, Brittany Bradford, Johaun Hatchett +5

We introduce a unified Learning Context (LC) framework designed to transition AI-based education from context-blind mimicry to a principled, holistic understanding of the learner.…

cs.CV2025

GRR-CoCa: Leveraging LLM Mechanisms in Multimodal Model Architectures

Jake R. Patock, Nicole Catherine Lewis, Kevin McCoy +3

State-of-the-art (SOTA) image and text generation models are multimodal models that have many similarities to large language models (LLMs). Despite achieving strong performances, l…

eess.IV2025

EMulator: Rapid Estimation of Complex-valued Electric Fields using a U-Net Architecture

Fatima Ahsan, Lorenzo Luzi, Richard G. Barainuk +3

A common factor across electromagnetic methodologies of brain stimulation is the optimization of essential dosimetry parameters, like amplitude, phase, and location of one or more…

cs.LG2024

Improving Fairness and Mitigating MADness in Generative Models

Paul Mayer, Lorenzo Luzi, Ali Siahkoohi +2

Generative models unfairly penalize data belonging to minority classes, suffer from model autophagy disorder (MADness), and learn biased estimates of the underlying distribution pa…

cs.CV2023★ 1 cited

Using Skew to Assess the Quality of GAN-generated Image Features

Lorenzo Luzi, Helen Jenne, Ryan Murray +1

The rapid advancement of Generative Adversarial Networks (GANs) necessitates the need to robustly evaluate these models. Among the established evaluation criteria, the FréchetIncep…