Changxiao Cai

A single objective directly optimizes speculative decoding efficiency, eliminating auxiliary hyperparameters and achieving state-of-the-art performance across multiple tasks.

ConvergeFlow guarantees convergence to valid token embeddings, eliminating the need for cross-entropy supervision in flow-based language models.