3 papers
cs.LG2025
A Reproduction Study: The Kernel PCA Interpretation of Self-Attention Fails Under Scrutiny
Karahan Sarıtaş, Çağatay Yıldız
In this reproduction study, we revisit recent claims that self-attention implements kernel principal component analysis (KPCA) (Teo et al., 2024), positing that (i) value vectors $…
cs.CL2025
A Systematic Review on the Evaluation of Large Language Models in Theory of Mind Tasks
Karahan Sarıtaş, Kıvanç Tezören, Yavuz Durmazkeser
In recent years, evaluating the Theory of Mind (ToM) capabilities of large language models (LLMs) has received significant attention within the research community. As the field rap…
cs.CV2025
Complexity in Complexity: Understanding Visual Complexity Through Structure, Color, and Surprise
Karahan Sarıtaş, Peter Dayan, Tingke Shen +1
Understanding how humans perceive visual complexity is a key area of study in visual cognition. Previous approaches to modeling visual complexity assessments have often resulted in…