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eess.AS2026
Beyond Two-stage Diffusion TTS: Joint Structure and Content Refinement via Jump Diffusion
Jiabao Ai, Minghui Zhao, Anton Ragni
Diffusion and flow matching TTS faces a tension between discrete temporal structure and continuous spectral modeling. Two-stage models diffuse on fixed alignments, often collapsing…
eess.AS2026
Beyond the Utterance: An Empirical Study of Very Long Context Speech Recognition
Robert Flynn, Anton Ragni
Automatic speech recognition (ASR) models are normally trained to operate over single utterances, with a short duration of less than 30 seconds. This choice has been made in part d…
eess.AS2024
Self-Train Before You Transcribe
Robert Flynn, Anton Ragni
When there is a mismatch between the training and test domains, current speech recognition systems show significant performance degradation. Self-training methods, such as noisy st…