Rethinking Transformer Connectivity: TLinFormer, A Path to Exact, Full Context-Aware Linear Attention. - Zhongpan Tang (CoRR, 2025)

From TLinFormer to TConstFormer: The Leap to Constant-Time Transformer Attention: Achieving O(1) Computation and O(1) KV Cache during Autoregressive Inference. - Zhongpan Tang (CoRR, 2025)

Compression is Routing: Reconstruction Error as an Intrinsic Signal for Modular Language Models. - Zhongpan Tang (CoRR, 2025)