Author

Yanbo Dai

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Preprint Oct 2026

Range: Decoupling KV-Cache Reuse Granularity from Storage Work

LLM serving reuses cached key-value (KV) state to skip prefill, and growing contexts push that state past GPU HBM and CPU DRAM onto NVMe SSDs, placing prefix restore on the critical path of time-to-first-token (TTFT). We find that on a well-configured host-issued path the SSD is not the bottleneck: restoring the same 6...

Ding-Sen Shi, Jia-Hao Zhang, Li-Qiang Lv et al. · 0 citations

Preprint Aug 2026

Reassembling Distributed Risk: Trajectory-Conditioned Action Generation for Multi-Turn Agent Safety

This work proposes ReDiR, a generation-time defense that conditions action generation on trajectory-level security evidence and reduces attack success rates to below 8%, transfers to unseen tool domains, and preserves benign fidelity with low computational overhead.

Yanbo Dai, Zhenlan Ji, Zong-Jie Li et al. · 0 citations

Conference Aug 2026

Characterizing Predictability–Latency Trade-offs of KV-Cache SSD Offloading in LMCache for LLM Serving Systems

KV-cache offload is widely used to stretch GPU memory for LLM serving, but its storage behavior has not been characterized at the block-device level. In this paper, we study LMCache through realworld multi-session workloads that span same/different context $\times$ same/different prompt, using over 100 stateless reques...

Ying He, Dingsen Shi, Yanbo Dai et al. · 2026 International Conferenc... · 0 citations