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Detection of Word Adversarial Examples in Text Classification: Benchmark and Baseline via Robust Density Estimation



KiYoon Yoo , Jangho Kim , Jiho Jang , Nojun Kwak

* Findings of ACL 2022 

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Self-Distilled Self-Supervised Representation Learning



Jiho Jang , Seonhoon Kim , Kiyoon Yoo , Jangho Kim , Nojun Kwak

* 15 pages 

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Domain Generalization on Efficient Acoustic Scene Classification using Residual Normalization



Byeonggeun Kim , Seunghan Yang , Jangho Kim , Simyung Chang

* Proceedings of the Detection and Classification of Acoustic Scenes and Events 2021 Workshop (DCASE2021) 

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Dynamic Collective Intelligence Learning: Finding Efficient Sparse Model via Refined Gradients for Pruned Weights



Jangho Kim , Jayeon Yoo , Yeji Song , KiYoon Yoo , Nojun Kwak


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PQK: Model Compression via Pruning, Quantization, and Knowledge Distillation



Jangho Kim , Simyung Chang , Nojun Kwak

* Proceedings of INTERSPEECH 2021 

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Prototype-based Personalized Pruning



Jangho Kim , Simyung Chang , Sungrack Yun , Nojun Kwak

* 4 pages, ICASSP '21 accepted 

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Position-based Scaled Gradient for Model Quantization and Sparse Training



Jangho Kim , KiYoon Yoo , Nojun Kwak


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Feature-map-level Online Adversarial Knowledge Distillation



Inseop Chung , SeongUk Park , Jangho Kim , Nojun Kwak


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QKD: Quantization-aware Knowledge Distillation



Jangho Kim , Yash Bhalgat , Jinwon Lee , Chirag Patel , Nojun Kwak


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