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Giuseppe Cuccu

2 accepted papers

2021

MARTA: Leveraging Human Rationales for Explainable Text Classification

AAAI 2021technical

Explainability is a key requirement for text classification in many application domains ranging from sentiment analysis to medical diagnosis or legal reviews. Existing methods often rely on "attention" mechanisms for explaining classification results by estimating the relative importance of input un…

Cited by 56SourcePDFScholar
2020

Playing Atari with Six Neurons (Extended Abstract)

IJCAI 2020poster

Deep reinforcement learning applied to vision-based problems like Atari games maps pixels directly to actions; internally, the deep neural network bears the responsibility of both extracting useful information and making decisions based on it. By separating image processing from decision-making, one…