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Peking University
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EchoCache achieves a remarkable 2.46x speedup in audio-driven video generation without sacrificing quality or coherence.
TRA achieves up to 2.05x faster video generation by intelligently mapping query entropy to token-specific attention budgets, revolutionizing efficiency in VDiTs.
EcoVideo achieves up to 2.9x faster video generation in resource-constrained environments by intelligently orchestrating cloud-edge dynamics.
SAC achieves a staggering 2.1x throughput increase by fetching only the essential KV entries for sparse attention models, revolutionizing memory efficiency in LLM inference.