{"product_id":"ieej-btc205os042005","title":"Enhancing Dataset Distillation with Difficulty-Aware Guidance","description":"\u003cp\u003e\u003cstrong\u003eカテゴリ：\u003c\/strong\u003e部門大会\u003c\/p\u003e\u003cp\u003e\u003cstrong\u003e論文No：\u003c\/strong\u003eOS4-2-5\u003c\/p\u003e\u003cp\u003e\u003cstrong\u003eグループ名：\u003c\/strong\u003e【C】2025年電気学会電子・情報・システム部門大会\u003c\/p\u003e\u003cp\u003e\u003cstrong\u003e発行日：\u003c\/strong\u003e2025\/8\/20\u003c\/p\u003e\u003cp\u003e\u003cstrong\u003eタイトル(英語)：\u003c\/strong\u003eEnhancing Dataset Distillation with Difficulty-Aware Guidance\u003c\/p\u003e\u003cp\u003e\u003cstrong\u003e著者名：\u003c\/strong\u003eZou Yawen（富山大学）,Cai Wenqi（富山大学）,Wang Zi（新潟大学）,Gu Chunzhi（豊橋技術科学大学）,Zhang Chao（富山大学）\u003c\/p\u003e\u003cp\u003e\u003cstrong\u003e著者名(英語)： \u003c\/strong\u003eYawen Zou (University of Toyama),Wenqi Cai (University of Toyama),Zi Wang (Niigata University),Chunzhi Gu (Toyohashi University of Technology),Chao Zhang (University of Toyama)\u003c\/p\u003e\u003cp\u003e\u003cstrong\u003eキーワード：\u003c\/strong\u003eDataset Distillation,Difficulty-Aware,Diffusion Model\u003c\/p\u003e\u003cp\u003e\u003cstrong\u003e要約(日本語)：\u003c\/strong\u003eDataset distillation aims to synthesize a compact yet informative dataset that enables training models with performance comparable to those trained on full data. However, existing methods often suffer from limited diversity, particularly lacking a balanced distribution of easy and hard instances. We propose a detector-guided distillation framework that leverages a detector trained on the original dataset to assess sample difficulty. During synthesis, difficulty scores guide the diffusion model to ensure both easy and hard examples are included. This promotes richer supervision signals and improves generalization. Experiments on benchmark datasets show that our approach improves the performance and robustness of models trained on distilled data, especially under limited data regimes.\u003c\/p\u003e\u003cp\u003e\u003cstrong\u003e本誌掲載ページ：\u003c\/strong\u003e964-968p\u003c\/p\u003e\u003cp\u003e\u003cstrong\u003e原稿種別：\u003c\/strong\u003e英語\u003c\/p\u003e\u003cp\u003e\u003cstrong\u003ePDFファイルサイズ：\u003c\/strong\u003e343Kバイト\u003c\/p\u003e","brand":"IEEJ-PDF","offers":[{"title":"PDFダウンロード（一般価格440円\/会員価格220円） \/ A4 \/ 4","offer_id":47942107267311,"sku":"IEEJ-BTC205OS042005-PDF","price":440.0,"currency_code":"JPY","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0718\/9512\/2159\/files\/IEEJ-PDF_bumontaikai_7b7e3f19-fac6-425d-9f24-08809aa77bfb.png?v=1773063281","url":"https:\/\/ieej.bookpark.ne.jp\/products\/ieej-btc205os042005","provider":"電気学会 電子図書館","version":"1.0","type":"link"}