Kangning Cui
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126
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ML×1AI×1
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2026
BudgetDraft: Acceptance-Aware Multi-View Training for Sparse-KV Speculative Decoding
BudgetDraft introduces an acceptance-aware multi-view training method that trains a sparse-KV speculative decoder to maintain high acceptance rates across varying context lengths and sparsity levels, achieving significant speedups in memory-constrained, long-context inference.
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Papers
cs.LGcs.AIRecentMay 29, 2026
BudgetDraft: Acceptance-Aware Multi-View Training for Sparse-KV Speculative Decoding
Liang He, Jingbo Wen, Qishi Zhan, Yixiong Chen +3 more
BudgetDraft introduces an acceptance-aware multi-view training method that trains a sparse-KV speculative decoder to maintain high acceptance rates across varying context lengths and sparsity levels,…
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