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Huayi Jin

2 papers indexed

arxivcs.AI2026-07-20

FlowBlock: Wavefront-Parallel Decoding for Self-Correcting Diffusion Language Models

Bing Tian, Haikun Liu, Xiaocheng Zhong, Zhuohui Duan, Zhaokai Luo, Huayi Jin, et al.

Block-wise diffusion large language models (dLLMs) decode sequentially at the block level, enabling effective KV-cache reuse across blocks but making inter-block decoding strictly serial. Prior work has attempted to unlock inter-block parallelism through post-training methods, bu…

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arxivcs.AI2026-07-07

Akashic: A Low-Overhead LLM Inference Service with MemAttention

Yang Liu, Zhaokai Luo, Huayi Jin, Ruozhou He, Chenchen Hong, Zhiyong Wang, et al.

Recent LLM-based agent systems continuously accumulate context across multi-turn interactions, tool invocations, and cross-session workflows. Replaying the full history for every request quickly becomes impractical: long contexts increase prefill cost, may exceed context limits,…

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