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Add MineDraft: A Framework for Batch Parallel Speculative Decoding - #57

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BobbyZhouZijian:add-minedraft-paper
Apr 16, 2026
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Add MineDraft: A Framework for Batch Parallel Speculative Decoding#57
AmberLJC merged 1 commit into
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BobbyZhouZijian:add-minedraft-paper

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@BobbyZhouZijian

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Hi — thanks for maintaining this awesome list!

I'd like to suggest adding our recent paper, MineDraft: A Framework for Batch Parallel Speculative Decoding, which we think fits the scope of this list (speculative decoding / efficient LLM inference).

TL;DR: MineDraft accelerates LLM inference by overlapping the drafting and verification stages of speculative decoding, hiding drafting latency behind verification compute. It maintains two batches of requests so that while one batch is being verified by the target model, the other is being drafted. Experiments on Qwen3, Llama-3.3, and EAGLE models across ShareGPT, LMSYS Arena, and Spec-Bench benchmarks achieve up to +75% throughput and −39% end-to-end latency over standard speculative decoding. Integrated into vLLM as a production plugin.

BibTeX:

@article{minedraft2026,
  title  = {MineDraft: A Framework for Batch Parallel Speculative Decoding},
  author = {Tang, Zhenwei and Verma, Arun and Zhou, Zijian and Wu, Zhaoxuan and Prakash, Alok and Rus, Daniela and Low, Bryan Kian Hsiang},
  journal = {arXiv preprint arXiv:2603.18016},
  year   = {2026},
  url    = {https://arxiv.org/abs/2603.18016}
}

Happy to reformat the entry or move it to a different section if you'd prefer — just let me know. Thanks for considering!

@AmberLJC
AmberLJC merged commit bde205d into AmberLJC:main Apr 16, 2026
@AmberLJC

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Thanks for the contribution and the clean PR! The paper looks like a great fit for the list — batch-parallel speculative decoding is a neat idea. Merged!

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