Author

Sungroh Yoon

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Preprint Oct 2026

The Batch Size Can Be One: Test-Time Adaptation from Classifier Geometry

Test-time adaptation updates a deployed model on an unlabeled test stream. In practice this stream often arrives one sample at a time, with the classes in no particular order. A single sample then provides limited information for estimating distribution-level statistics, and selecting samples by confidence can admit pr...

J. Hwang, Yujin Oh, Juhyeon Shin et al. · 0 citations

Preprint Aug 2026

SSDi8: Accurate and Efficient 8-bit Quantization for State Space Duality

SSDi8 is presented, the first post-training quantization framework specifically designed for SSD to maintain a persistent INT8 path, and introduces a reformulation that decouples element-wise multiplications from matrix multiplications, enabling reuse of quantized activations across modules.

Hyunwoo J. Kim, Byoungchan Ko, Minseok Kang et al. · 3 citations · ⚡1