- Optimal quadratic binding for relational reasoning in vector symbolic neural architectures
Naoki Hiratani, Haim Sompolinsky
Neural Computation 35 (2), 105-155…
- Associative memory of structured knowledge
Julia Steinberg, Haim Sompolinsky
Scientific Reports 12 (1), 21808…
- Minimum perturbation theory of deep perceptual learning
Haozhe Shan, Haim Sompolinsky. Physical Review E 106 (6), 064406…
- Globally gated deep linear networks
Qianyi Li, Haim Sompolinsky
arXiv:2210.1744…
- Neural representational geometry underlies few-shot concept learning
Ben Sorscher, Surya Ganguli, Haim Sompolinsky. Proc Natl Acad Sci U S A. 2022 Oct 25;119(43):e2200800119…
- Statistical Mechanics of Deep Linear Neural Networks: The Backpropagating Kernel Renormalization
Qianyi Li, Haim Sompolinsky Phys. Rev. X, Volume 11, Issue 3, Pages 031059 (2021)…