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Chi-Ying Tsui

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#machine learning Preprint Sep 2026

EfficientAgent: What Makes KV Cache Offloading Work for Concurrent Agents?

EfficientAgent is presented, which sizes and manages the host tier by this working set, which estimates the working set from agent histories to size the host tier and its predictions, made before the experiments, located the capacity at which offloading starts to pay.

Kun-Ming Shao, Jie-Run Chen, Jiang-Nan Yu et al. · 0 citations
#machine learning Preprint Sep 2026

PQ-HSA: Reusing Product-Quantized Scores for Hybrid Sparse-Approximate Attention

PQ-HSA (hybrid sparse-approximate attention) attends the selected tokens with their original keys and values, and the unselected tokens, the background, enter the same softmax through those scores, summed per inverted list and multiplied by the list's mean value.

Kun-Ming Shao, Jie-Run Chen, Yan-Li Wang et al. · 0 citations
Preprint Aug 2026

MoE Expert Execution in Disaggregated LLM Serving with a High-Bandwidth ReRAM Near-Memory Architecture

A ReRAM near-memory architecture that keeps expert weights resident behind high-bandwidth local reads and recovers occupancy with bounded core-local multicast pooling, coactivation-aware placement, and load-aware fetch, and sizes each communication level from induced demand is presented.

Kun-Ming Shao, Ming Zeng, Xin Yuan et al. · 0 citations

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