الباحثون

Young D. Kwon

المنشورات 2

نسخة أولية وصول مفتوح

Monte Carlo Estimation for KV Cache Eviction

Most KV-cache eviction methods ask, in effect, which memory appeared important while reading the prompt? We instead ask, which memory will matter while answering? Since decoding queries are unavailable at eviction time, prior future-aware methods rely on pseudo-responses or synthetic future-query estimates. We cast fix …

نسخة أولية وصول مفتوح

Test-Time Adaptation of Quantized ViTs via Single-Pass Quantizer-Aligned Recalibration

Post-training quantization is a standard route to fitting vision transformers (ViTs) into edge compute and memory budgets, yet quantized models become especially brittle under distribution shift. Test-time adaptation (TTA) addresses such shifts without labels, but most existing approaches are poorly aligned with the co …

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