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Jing-Kai Huang

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Preprint Sep 2026

WaveAlign: Cache-Aware Query-Row Scheduling for Sparse Attention in Long-Video Generation

Long-video generation with diffusion transformers (DiTs) produces extremely long token sequences, making attention a dominant inference bottleneck. Dynamic sparse attention reduces computation, but its realized speedup remains limited because irregular query-row execution degrades L2 cache locality and increases HBM tr...

Zi-Jian Dai, Sen-Khoo Han, You-Hui Bai et al. · 0 citations
#artificial intelligence Preprint Sep 2026

Adaptive Self-Consistency: From Black-Box Sampling to Distribution-Valued Feedback

Self-consistency samples many reasoning trajectories and aggregates their final answers, treating the LLM as a black box that returns one answer per trajectory. Yet the final answer of each trajectory is sampled from a softmax vector that is available from the model's log-probabilities. We refer to this as the grey-box...

Jing-Kai Huang, Yun-Fan Zhang, Will Ma et al. · 0 citations

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