Yongqi Pan

Comba: Improving Bilinear RNNs with Closed-loop Control

2025 · arXiv (Cornell University)

Recent efficient sequence modeling methods such as Gated DeltaNet, TTT, and RWKV-7 have achieved performance improvements by supervising the recurrent memory management through Delta learning rule. Unlike previous state-space models (e.g., Mamba) and gated linear …