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Mohamad Fares El Hajj Chehade

2 accepted papers

2025

Bounded Rationality for LLMs: Satisficing Alignment at Inference-Time

ICML 2025poster

Aligning large language models with humans is challenging due to the inherently multifaceted nature of preference feedback. While existing approaches typically frame this as a multi-objective optimization problem, they often overlook how humans actually make decisions. Research on bounded rationalit…

Cited by 0SourcePDFScholar
2025

LEVIS: Large Exact Verifiable Input Spaces for Neural Networks

ICML 2025poster

The robustness of neural networks is crucial in safety-critical applications, where identifying a reliable input space is essential for effective model selection, robustness evaluation, and the development of reliable control strategies. Most existing robustness verification methods assess the worst…

Cited by 0SourcePDFScholar