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Hao-Cheng Sun

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#natural language process... Preprint Sep 2026

ATTUNER: Recomputation-Free KV Cache Reuse via Query-Side Adaptation

Large language model (LLM) agents repeatedly load reusable content, such as skills, documents, and memory entries, into the current context. Re-encoding this content for every request wastes computation. Position-independent caching (PIC) alleviates this by encoding each artifact independently and reusing its key-value...

Xing-Hao Chen, Jun-Nan Dong, Cai Ke et al. · 0 citations
#artificial intelligence Preprint Sep 2026

Draft in Parallel, Condition Through Depth: Adjacent Causal Injection for Speculative Decoding

Parallel speculative drafting generates multiple candidates in one backbone pass, but independent token selection can produce inconsistent continuations that shorten the accepted prefix. Existing methods mostly leave conditional decoding to a lightweight module after the backbone, which limits the flow of predecessor i...

Hao-Hui Zhang, Ke-Yu Chen, Hao-Cheng Sun et al. · 0 citations

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