2025
Exponential Dynamic Energy Network for High Capacity Sequence Memory
NeurIPS 2025poster
The energy paradigm, exemplified by Hopfield networks, offers a principled framework for memory in neural systems by interpreting dynamics as descent on an energy surface. While powerful for static associative memories, it falls short in modeling sequential memory, where transitions between memories…