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Hamza Giaffar

2 accepted papers

2025

Position: We Need An Algorithmic Understanding of Generative AI

ICML 2025spotlight

What algorithms do LLMs actually learn and use to solve problems? Studies addressing this question are sparse, as research priorities are focused on improving performance through scale, leaving a theoretical and empirical gap in understanding emergent algorithms. This position paper proposes AlgEval…

Cited by 0SourcePDFScholar
2024

The Effective Number of Shared Dimensions Between Paired Datasets

AISTATS 2024poster

A number of recent studies have sought to understand the behavior of both artificial and biological neural networks by comparing representations across layers, networks and brain areas. Increasingly prevalent, too, are comparisons across modalities of data, such as neural network activations and tra…

Cited by 1SourcePDFScholar