2 papers
cs.LG2026
Aligning Inductive Bias for Data-Efficient Generalization in State Space Models
Qiyu Chen, Guozhang Chen
The remarkable success of modern AI has been closely tied to scaling laws, yet the finite supply of high-quality data makes data efficiency--learning more from less--an increasingl…
q-bio.NC2025
The Hippocampal Place Field Gradient: An Eigenmode Theory Linking Grid Cell Projections to Multiscale Learning
Shujun Zhou, Guozhang Chen
The hippocampus encodes space through a striking gradient of place field sizes along its dorsal-ventral axis, yet the principles generating this continuous gradient from discrete g…