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AMXFP4: Taming Activation Outliers with Asymmetric Microscaling Floating-Point for 4-bit LLM Inference Go to Link open access

Lee, Janghwan; Park, Jiwoong; Kim, Jinseok; Kim, Yongjik; Oh, Jungju; Oh, Jinwook; Choi, Jungwook

ArticleIssue Date2025CitationFindings of the Association for Computational Linguistics: ACL 2025, pp 14993 - 15013PublisherAssociation for Computational Linguistics

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Improving Conversational Abilities of Quantized Large Language Models via Direct Preference Alignment Go to Link

Lee, Janghwan; Park, Seongmin; Hong, Sukjin; Kim, Minsoo; Chang, Du-Seong; Choi, Jungwook

ArticleIssue Date2024CitationAssociation for Computational Linguistics (ACL). Annual Meeting Conference Proceedings, v.1, pp 11346 - 11364

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ISP2DLA: Automated Deep Learning Accelerator Design for On-Sensor Image Signal Processing

Won, Dong-Eon; Kim, Yeeun; Lee, Janghwan; Lee, Minjae; Bae, Jonghyun; Park, Jongjoo; Song, Jeongyong; Choi, Jungwook

ArticleIssue Date2024CitationInternational Conference on Application-Specific Systems, Architectures and Processors, Proceedings, pp 237 - 238

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Searching Optimal Floating-Point Format for Sub-8-Bit Large Language Model Inference Go to Link

Hwang, Youngdeok; Lee, Janghwan; Park, Jiwoong; Lim, Jieun; Choi, Jungwook

ArticleIssue Date2024Citation2024 International Conference on Electronics, Information, and Communication, ICEIC 2024, pp 1 - 4PublisherInstitute of Electrical and Electronics Engineers Inc.

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SPADE: Sparse Pillar-based 3D Object Detection Accelerator for Autonomous Driving

Lee, Minjae; Park, Seongmin; Kim, Hyungmin; Yoon, Minyong; Lee, Janghwan; Choi, Jun Won; Kim, Nam Sung; Kang, Mingu; Choi, Jungwook

ArticleIssue Date2024CitationIEEE High-Performance Computer Architecture Symposium Proceedings, pp 454 - 467

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Browsing by Lee, JanghwanAuthor

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