Khona, Mikail
29 publications
ICML
2024
Compositional Capabilities of Autoregressive Transformers: A Study on Synthetic, Interpretable Tasks
NeurIPSW
2024
Position: Maximizing Neural Regression Scores May Not Identify Good Models of the Brain
ICLRW
2024
Towards an Improved Understanding and Utilization of Maximum Manifold Capacity Representations
ICML
2024
Towards an Understanding of Stepwise Inference in Transformers: A Synthetic Graph Navigation Model
NeurIPSW
2023
Associative Memory Under the Probabilistic Lens: Improved Transformers & Dynamic Memory Creation
NeurIPSW
2023
Divergence at the Interpolation Threshold: Identifying, Interpreting & Ablating the Sources of a Deep Learning Puzzle
NeurIPSW
2023
Growing Brains: Co-Emergence of Anatomical and Functional Modularity in Recurrent Neural Networks
NeurIPS
2023
Self-Supervised Learning of Representations for Space Generates Multi-Modular Grid Cells
NeurIPS
2022
No Free Lunch from Deep Learning in Neuroscience: A Case Study Through Models of the Entorhinal-Hippocampal Circuit