Inhibitory Cross-Talk Enables Functional Lateralization in Attention-Coupled Latent Memory

Researchers developed a memory-augmented transformer that uses attention for retrieval, consolidation, and write-back operations, with lateralized memory banks connected through inhibitory cross-talk. The inhibitory coupling mechanism enables functional specialization between memory banks, achieving superior performance on episodic recall tasks while maintaining rule-based prediction capabilities.