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Cynthia C. S. Liem

2 accepted papers

2024

Faithful Model Explanations through Energy-Constrained Conformal Counterfactuals

AAAI 2024technical

Counterfactual explanations offer an intuitive and straightforward way to explain black-box models and offer algorithmic recourse to individuals. To address the need for plausible explanations, existing work has primarily relied on surrogate models to learn how the input data is distributed. This ef…

2024

Position: Stop Making Unscientific AGI Performance Claims

ICML 2024poster

Developments in the field of Artificial Intelligence (AI), and particularly large language models (LLMs), have created a 'perfect storm’ for observing 'sparks’ of Artificial General Intelligence (AGI) that are spurious. Like simpler models, LLMs distill meaningful representations in their latent emb…

Cited by 5SourcePDFScholar