Author

Minsoo Kim

Apple

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#machine learning Preprint Sep 2026

BeaconKV: Key-Value Cache Compression Guided by Beacon Queries for Efficient Large Reasoning Model Inference

BeaconKV is proposed, a training-free KV cache compression method that maintains beacon queries, compact representatives for each global query cluster, to anticipate which KV pairs will be revisited without storing the entire query history.

Janghyeon Kim, Minsoo Kim, Kyuhong Shim et al. · 0 citations

Preprint Aug 2026

Attention-Path Fragility as an Uncertainty Signal in Large Language Models

It is proposed that a model's uncertainty about a token is reflected not only in the breadth of its output distribution but also in whether a confident prediction is \emph{fragile} under perturbation of its attention pathways, a training-free estimator that masks attention heads and measures the BALD mutual information...

Minsoo Kim, Sungyoung Ji, Kisung Moon et al. · 0 citations