Towards Structured Mechanistic Reasoning in Single-cell Prediction
Yun-Hui Jang, Kaist Lu Zhu, Jake Fawkes et al.
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DSpark is introduced, a speculative decoding framework that unifies high-throughput parallel generation with adaptive, load-aware verification, and enables performance tiers that were previously unattainable, shifting the Pareto frontier of the DeepSeek-V4 serving system.
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