Author

N. Kim

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Preprint Sep 2026

Efficient Quantization-Aware Distillation with Cross-Modal Alignment for Edge Vision-Language Models

By jointly optimizing distillation and quantization within a unified teacher-anchored framework, this method ensures consistent training under quantization, suppressing hard negatives and enlarging decision margins, and designs a lightweight cross-attention adapter that enhances non-RGB representations through RGB-guid...

Jinwoo Jeon, GyuYeop Do, Yunkyu Lim et al. · 0 citations

#artificial intelligence Preprint Jul 2026

LEXIC: Lightweight On-Device Decoding of Reading Comprehension from Eye Movements

LEXIC, a compact recurrent model that predicts response correctness from fixation sequences, word frequency, and character length, has 41.6K parameters and requires no language-model inference, supporting lightweight on-device inference.

Sumin Lee, Kyeonghun Kim, Subeen Lee et al. · 0 citations

#machine learning Jul 2026

ProsMAE: Multi-Source MAE Pretraining for ISUP Grade Classification

A multi-source Masked Autoencoder (MAE) framework, named ProsMAE, for histopathology representation learning, which achieved a higher mean validation quadratic weighted kappa (QWK) than the vanilla MAE frozen linear-probe baseline under the evaluated disjoint PANDA split.

Anna Jung, Kyeonghun Kim, Youngung Han et al. · arXiv.org · 0 citations