3 papers
cs.CV2025
Pruning Everything, Everywhere, All at Once
Gustavo Henrique do Nascimento, Ian Pons, Anna Helena Reali Costa +1
Deep learning stands as the modern paradigm for solving cognitive tasks. However, as the problem complexity increases, models grow deeper and computationally prohibitive, hindering…
cs.CL2025
Improving Fairness in LLMs Through Testing-Time Adversaries
Isabela Pereira Gregio, Ian Pons, Anna Helena Reali Costa +1
Large Language Models (LLMs) push the bound-aries in natural language processing and generative AI, driving progress across various aspects of modern society. Unfortunately, the pe…
cs.LG2024
Effective Layer Pruning Through Similarity Metric Perspective
Ian Pons, Bruno Yamamoto, Anna H. Reali Costa +1
Deep neural networks have been the predominant paradigm in machine learning for solving cognitive tasks. Such models, however, are restricted by a high computational overhead, limi…