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Shiyong Li

2 accepted papers

2026

Predicting Future KV Utility: Global Combinatorial Optimization for Task-Agnostic KV Cache Eviction

ICML 2026poster

Given the quadratic complexity of attention, KV cache eviction is vital to accelerate model inference. Current KV cache eviction methods typically rely on instantaneous heuristic metrics, implicitly assuming that score magnitudes are consistent proxies for importance across all heads. However, this …

Cited by 0SourceScholar
2022

AcroFOD: An Adaptive Method for Cross-Domain Few-Shot Object Detection

ECCV 2022poster

"Under the domain shift, cross-domain few-shot object detection aims to adapt object detectors in the target domain with a few annotated target data. There exists two significant challenges: (1) Highly insufficient target domain data; (2) Potential over-adaptation and misleading caused by inappropri…