Search Results for author: Lucas E. Resck

Found 2 papers, 2 papers with code

Exploring the Trade-off Between Model Performance and Explanation Plausibility of Text Classifiers Using Human Rationales

1 code implementation3 Apr 2024 Lucas E. Resck, Marcos M. Raimundo, Jorge Poco

By leveraging a multi-objective optimization algorithm, we explore the trade-off between the two loss functions and generate a Pareto-optimal frontier of models that balance performance and plausibility.

Contrastive Learning Hate Speech Detection +3

Distill n' Explain: explaining graph neural networks using simple surrogates

1 code implementation17 Mar 2023 Tamara Pereira, Erik Nascimento, Lucas E. Resck, Diego Mesquita, Amauri Souza

We also propose FastDnX, a faster version of DnX that leverages the linear decomposition of our surrogate model.

Knowledge Distillation

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