Evolution of LLM Architecture: From ResNet to Hyperconnections

Modern AI models rely on residual connections to prevent training failure in deep architectures, yet these traditional single-path structures often create information bottlenecks as models scale. To address this, researchers introduced hyper-connections, which allow for multiple parallel processing streams that increase a network's representational capacity and reasoning power.