Li Liu

Reinforcement learning with audio-text semantic rewards can overcome confirmation bias in test-time adaptation, leading to more robust ASR in noisy and accented speech environments.

Forget blindly aligning layers in audio Flow Matching: AG-REPA reveals that targeting the *causally dominant* layers driving the velocity field, not just representationally rich ones, unlocks superior generation.