3 papers
q-bio.NC2025
Unraveling the geometry of visual relational reasoning
Jiaqi Shang, Gabriel Kreiman, Haim Sompolinsky
Humans readily generalize abstract relations, such as recognizing "constant" in shape or color, whereas neural networks struggle, limiting their flexible reasoning. To investigate…
cs.LG2025
Basis Transformers for Multi-Task Tabular Regression
Wei Min Loh, Jiaqi Shang, Pascal Poupart
Dealing with tabular data is challenging due to partial information, noise, and heterogeneous structure. Existing techniques often struggle to simultaneously address key aspects of…
cs.LG2024
Diverse capability and scaling of diffusion and auto-regressive models when learning abstract rules
Binxu Wang, Jiaqi Shang, Haim Sompolinsky
Humans excel at discovering regular structures from limited samples and applying inferred rules to novel settings. We investigate whether modern generative models can similarly lea…