Author

Jun-Yi Chen

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Book Open access Jul 2026

C2KV: Compressed and Composable KV Cache Reuse for Efficient LLM Inference

C2KV is proposed, a unified framework for non-prefix KV reuse that jointly optimizes KV cache compression and concatenation that significantly reduces KV cache storage and transfer costs.

Chuheng Du, Jun-Yi Chen, Hanlin Tang et al. · Proceedings of the 32nd ACM... · 2 citations

StructureBench: A Unified Benchmark Suite for Multi-Scenario Structured Generation Tasks with On-Device Models

The experiments show that constrained decoding consistently enforces syntactic validity, but does not reliably improve semantic accuracy and may even degrade performance for smaller models or complex grammars, and reveal clear task-and model-dependent boundaries for effective constrained decoding.

Xiao-Kun Xiong, Zhengjie Xu, Junyi Chen et al. · 0 citations