Platinum: Path-Adaptable LUT-Based Accelerator Tailored for Low-Bit Weight Matrix Multiplication.

Junyao Zhang 0003 https://orcid.org/0009-0008-3913-7879 https://www.wikidata.org/entity/Q131122937 Duke University, Durham, NC, USA Junyao Zhang Junyao Zhang 0001 https://orcid.org/0009-0006-9892-8609 Henan Polytechnic University, China Junyao Zhang 0002 https://orcid.org/0000-0001-5034-9583 Kyoto University, Kyoto, Japan Junyao Zhang 0004 https://orcid.org/0000-0001-6570-5931 https://www.wikidata.org/entity/Q98719763 Institute of Geographic Sciences and Natural Resources Research, Chinese Academy of Sciences, Beijing, China Junyao Zhang 0005 https://orcid.org/0000-0002-6300-5875 Tongji University, Shanghai, China Junyao Zhang 0006 https://orcid.org/0009-0004-4406-2446 Beijing University of Posts and Telecommunications, Beijing, China Junyao Zhang 0007 https://orcid.org/0000-0003-2118-6871 University of Central Florida, Orlando, FL, USA Junyao Zhang 0008 https://orcid.org/0009-0006-1591-2506 Fudan University, Shanghai, China Haoxuan Shan Cong Guo 0003 Chiyue Wei Feng Cheng Junyao Zhang 0003 Hai Helen Li Yiran Chen 0001 Platinum: Path-Adaptable LUT-Based Accelerator Tailored for Low-Bit Weight Matrix Multiplication. ASP-DAC 2026 1449-1455 conf/aspdac/2026 https://doi.org/10.1109/ASP-DAC66049.2026.11420289 db/conf/aspdac/aspdac2026.html#ShanGWCZLC26 streams/conf/aspdac Chiyue Wei Cong Guo 0003 Junyao Zhang 0003 Haoxuan Shan Yifan Xu Ziyue Zhang Yudong Liu Qinsi Wang Changchun Zhou 0001 Hai Helen Li Yiran Chen 0001 Focus: A Streaming Concentration Architecture for Efficient Vision-Language Models. HPCA 2026 1-18 conf/hpca/2026 https://doi.org/10.1109/HPCA68181.2026.11408525 db/conf/hpca/hpca2026.html#WeiGZSXZLWZLC26 streams/conf/hpca Junyao Zhang 0003 Guanglei Zhou Feng Cheng Jonathan Ku Qi Ding Jiaqi Gu 0002 Hanrui Wang 0002 Hai Helen Li Yiran Chen 0001 qGDP: Quantum Legalization and Detailed Placement for Superconducting Quantum Computers. 1-7 2025 DATE https://doi.org/10.23919/DATE64628.2025.10993236 conf/date/2025 db/conf/date/date2025.html#ZhangZCKD0WL025 Feng Cheng Tunhou Zhang Junyao Zhang 0003 Jonathan Hao-Cheng Ku Yitu Wang Xiaoxuan Yang 0001 Hai Li 0001 Yiran Chen 0001 AutoRAC: Automated Processing-in-Memory Accelerator Design for Recommender Systems. 791-797 2025 ACM Great Lakes Symposium on VLSI https://doi.org/10.1145/3716368.3735229 conf/glvlsi/2025 db/conf/glvlsi/glvlsi2025.html#ChengZZKWY0025 Guanglei Zhou Chen-Chia Chang Junyao Zhang 0003 Jingyu Pan Yiran Chen 0001 Diffusion-Model-Enhanced Layout Pattern Generation for Sub-3nm DFM. 1-7 2025 ICCAD https://doi.org/10.1109/ICCAD66269.2025.11240639 conf/iccad/2025 db/conf/iccad/iccad2025.html#ZhouCZPC25 streams/conf/iccad Feng Cheng Cong Guo 0003 Chiyue Wei Junyao Zhang 0003 Changchun Zhou 0001 Edward Hanson Jiaqi Zhang 0002 Xiaoxiao Liu 0001 Hai Li 0001 Yiran Chen 0001 Ecco: Improving Memory Bandwidth and Capacity for LLMs via Entropy-Aware Cache Compression. 793-807 2025 ISCA https://doi.org/10.1145/3695053.3731024 conf/isca/2025 db/conf/isca/isca2025.html#Cheng0WZ0HZ00025 Junyao Zhang 0003 Hanrui Wang 0002 Qi Ding Jiaqi Gu 0002 Reouven Assouly William D. Oliver Song Han 0003 Kenneth R. Brown Hai Li 0001 Yiran Chen 0001 QPlacer: Frequency-Aware Component Placement for Superconducting Quantum Computers. 1554-1567 2025 ISCA https://doi.org/10.1145/3695053.3730994 conf/isca/2025 db/conf/isca/isca2025.html#Zhang0D0AO0B0025 Arjun Sridhar Chen-Chia Chang Junyao Zhang 0003 Yiran Chen 0001 Improving Routability Prediction via NAS Using a Smooth One-Shot Augmented Predictor. 1-8 2025 ISQED https://doi.org/10.1109/ISQED65160.2025.11014419 conf/isqed/2025 db/conf/isqed/isqed2025.html#SridharCZ025

Feng Cheng Cong Guo 0003 Chiyue Wei Junyao Zhang 0003 Changchun Zhou 0001 Edward Hanson Jiaqi Zhang 0002 Xiaoxiao Liu 0001 Hai Helen Li Yiran Chen 0001 Ecco: Improving Memory Bandwidth and Capacity for LLMs via Entropy-aware Cache Compression. 2025 May abs/2505.06901 CoRR https://doi.org/10.48550/arXiv.2505.06901 db/journals/corr/corr2505.html#abs-2505-06901 streams/journals/corr

Feng Cheng Tunhou Zhang Junyao Zhang 0003 Jonathan Hao-Cheng Ku Yitu Wang Xiaoxuan Yang 0001 Hai Li 0001 Yiran Chen 0001 AutoRAC: Automated Processing-in-Memory Accelerator Design for Recommender Systems. 2025 May abs/2505.10748 CoRR https://doi.org/10.48550/arXiv.2505.10748 db/journals/corr/corr2505.html#abs-2505-10748 streams/journals/corr

Yiyi Lu Hoiian Au Junyao Zhang 0003 Jingyu Pan Yiting Wang Ang Li 0005 Jianyi Zhang Yiran Chen 0001 AutoEDA: Enabling EDA Flow Automation through Microservice-Based LLM Agents. 2025 August abs/2508.01012 CoRR https://doi.org/10.48550/arXiv.2508.01012 db/journals/corr/corr2508.html#abs-2508-01012 streams/journals/corr

Haoxuan Shan Cong Guo 0003 Chiyue Wei Feng Cheng Junyao Zhang 0003 Hai Li 0001 Yiran Chen 0001 Platinum: Path-Adaptable LUT-Based Accelerator Tailored for Low-Bit Weight Matrix Multiplication. 2025 November abs/2511.21910 CoRR https://doi.org/10.48550/arXiv.2511.21910 db/journals/corr/corr2511.html#abs-2511-21910 streams/journals/corr

Chiyue Wei Cong Guo 0003 Junyao Zhang 0003 Haoxuan Shan Yifan Xu Ziyue Zhang Yudong Liu Qinsi Wang Changchun Zhou 0001 Hai (Helen) Li Yiran Chen 0001 Focus: A Streaming Concentration Architecture for Efficient Vision-Language Models. 2025 December abs/2512.14661 CoRR https://doi.org/10.48550/arXiv.2512.14661 db/journals/corr/corr2512.html#abs-2512-14661 streams/journals/corr

Jonathan Hao-Cheng Ku Junyao Zhang 0003 Haoxuan Shan Saichand Samudrala Jiawen Wu 0006 Qilin Zheng Ziru Li Jeyavijayan Rajendran Yiran Chen 0001 ModSRAM: Algorithm-Hardware Co-Design for Large Number Modular Multiplication in SRAM. 189:1-189:6 2024 DAC https://doi.org/10.1145/3649329.3656496 https://www.wikidata.org/entity/Q131122946 conf/dac/2024 db/conf/dac/dac2024.html#KuZSSWZLR024

Junyao Zhang 0003 Hanrui Wang 0002 Qi Ding Jiaqi Gu 0002 Reouven Assouly William D. Oliver Song Han 0003 Kenneth R. Brown Hai Helen Li Yiran Chen 0001 Qplacer: Frequency-Aware Component Placement for Superconducting Quantum Computers. 2024 abs/2401.17450 CoRR https://doi.org/10.48550/arXiv.2401.17450 db/journals/corr/corr2401.html#abs-2401-17450

Jonathan Ku Junyao Zhang 0003 Haoxuan Shan Saichand Samudrala Jiawen Wu 0006 Qilin Zheng Ziru Li J. V. Rajendran 0001 Yiran Chen 0001 ModSRAM: Algorithm-Hardware Co-Design for Large Number Modular Multiplication in SRAM. 2024 abs/2402.14152 CoRR https://doi.org/10.48550/arXiv.2402.14152 db/journals/corr/corr2402.html#abs-2402-14152

Cong Guo 0003 Feng Cheng Zhixu Du James Kiessling Jonathan Ku Shiyu Li 0001 Ziru Li Mingyuan Ma Tergel Molom-Ochir Benjamin Morris 0004 Haoxuan Shan Jingwei Sun 0002 Yitu Wang Chiyue Wei Xueying Wu Yuhao Wu Hao (Frank) Yang Jingyang Zhang Junyao Zhang 0003 Qilin Zheng Guanglei Zhou Hai Li 0001 Yiran Chen 0001 A Survey: Collaborative Hardware and Software Design in the Era of Large Language Models. 2024 abs/2410.07265 CoRR https://doi.org/10.48550/arXiv.2410.07265 db/journals/corr/corr2410.html#abs-2410-07265 streams/journals/corr

Junyao Zhang 0003 Guanglei Zhou Feng Cheng Jonathan Ku Qi Ding Jiaqi Gu 0002 Hanrui Wang 0002 Hai Helen Li Yiran Chen 0001 qGDP: Quantum Legalization and Detailed Placement for Superconducting Quantum Computers. 2024 abs/2411.02447 CoRR https://doi.org/10.48550/arXiv.2411.02447 db/journals/corr/corr2411.html#abs-2411-02447 streams/journals/corr

Arjun Sridhar Chen-Chia Chang Junyao Zhang 0003 Yiran Chen 0001 Improving Routability Prediction via NAS Using a Smooth One-shot Augmented Predictor. 2024 abs/2411.14296 CoRR https://doi.org/10.48550/arXiv.2411.14296 db/journals/corr/corr2411.html#abs-2411-14296 streams/journals/corr

Junyao Zhang 0003 Hanrui Wang 0002 Gokul Subramanian Ravi Frederic T. Chong Song Han 0003 Frank Mueller 0001 Yiran Chen 0001 DISQ: Dynamic Iteration Skipping for Variational Quantum Algorithms. 1062-1073 2023 QCE https://doi.org/10.1109/QCE57702.2023.00120 conf/qce/2023 db/conf/qce/qce2023.html#ZhangWRCHMC23

Junyao Zhang 0003 Hanrui Wang 0002 Gokul Subramanian Ravi Frederic T. Chong Song Han 0003 Frank Mueller 0001 Yiran Chen 0001 DISQ: Dynamic Iteration Skipping for Variational Quantum Algorithms. 2023 abs/2308.06634 CoRR https://doi.org/10.48550/arXiv.2308.06634 db/journals/corr/corr2308.html#abs-2308-06634

Mingxi Cheng Chenzhong Yin Junyao Zhang 0003 Shahin Nazarian Jyotirmoy Deshmukh Paul Bogdan A General Trust Framework for Multi-Agent Systems. 332-340 2021 AAMAS https://www.ifaamas.org/Proceedings/aamas2021/pdfs/p332.pdf https://dl.acm.org/doi/10.5555/3463952.3463996 conf/atal/2021 db/conf/atal/aamas2021.html#ChengYZNDB21 Mingxi Cheng Junyao Zhang 0003 Shahin Nazarian Jyotirmoy Deshmukh Paul Bogdan Trust-aware Control for Intelligent Transportation Systems. 377-384 2021 IV https://doi.org/10.1109/IV48863.2021.9576045 conf/ivs/2021 db/conf/ivs/ivs2021.html#ChengZNDB21

Mingxi Cheng Junyao Zhang 0003 Shahin Nazarian Jyotirmoy Deshmukh Paul Bogdan Trust-aware Control for Intelligent Transportation Systems. 2021 abs/2111.04248 CoRR https://arxiv.org/abs/2111.04248 db/journals/corr/corr2111.html#abs-2111-04248

Reouven Assouly Hoiian Au Paul Bogdan Kenneth R. Brown Chen-Chia Chang Yiran Chen 0001 Feng Cheng Mingxi Cheng Fred ChongFrederic T. Chong Jyotirmoy V. DeshmukhJyotirmoy Deshmukh Qi Ding Zhixu Du Jiaqi Gu 0002 Cong Guo 0003 Song Han 0003 Edward Hanson James Kiessling Jonathan Hao-Cheng KuJonathan Ku Ang Li 0005 Hai Li 0001Hai Helen LiHai (Helen) Li Shiyu Li 0001 Ziru Li Xiaoxiao Liu 0001 Yudong Liu Yiyi Lu Mingyuan Ma Tergel Molom-Ochir Benjamin F. Morris IIIBenjamin Morris 0004 Frank Mueller 0001 Shahin Nazarian William D. Oliver Jingyu Pan Jeyavijayan RajendranJ. V. Rajendran 0001 Gokul Subramanian Ravi Saichand Samudrala Haoxuan Shan Arjun Sridhar Jingwei Sun 0002 Hanrui Wang 0002 Qinsi Wang Yiting Wang Yitu Wang Chiyue Wei Jiawen Wu 0006 Xueying Wu Yuhao Wu Yifan Xu Hao (Frank) Yang Xiaoxuan Yang 0001 Chenzhong Yin Jianyi Zhang Jiaqi Zhang 0002 Jingyang Zhang Tunhou Zhang Ziyue Zhang Qilin Zheng Changchun Zhou 0001 Guanglei Zhou