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This paper characterize the interaction between mismatch and the policy-gradient direction, distinguishing locally amplifying from contracting update contributions that mismatch magnitude alone cannot identify and introduces TRIAGE, a direction-aware stabilization method that uses segment-level diagnosis to selectively...
An end-to-end system for large-scale online draft co-training that achieves strong scaling at 256K tokens with significant memory savings over prior work, and the PP transport incurs modest overhead.
Faster IndexTTS-2 is presented, which accelerates all neural network components of IndexTTS-2 for production deployment on GPUs using NVIDIA TensorRT and TensorRT-LLM and provides a practical reference for efficiently accelerating similar autoregressive speech models on GPUs.
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