Systematic Investigation of Sparse Perturbed Sharpness-Aware Minimization Optimizer.

Peng Mi

Peng Mi Li Shen 0008 Tianhe Ren Yiyi Zhou Tianshuo Xu Xiaoshuai Sun Tongliang Liu Rongrong Ji Dacheng Tao Systematic Investigation of Sparse Perturbed Sharpness-Aware Minimization Optimizer. 8538-8549 2025 October 47 IEEE Trans. Pattern Anal. Mach. Intell. 10 https://doi.org/10.1109/TPAMI.2025.3581310 db/journals/pami/pami47.html#MiSRZXSLJT25 streams/journals/pami

Vinoth Nandakumar Qiang Qu 0004 Peng Mi Tongliang Liu State space models can express <i>n</i>-gram languages. 2025 2025 Trans. Mach. Learn. Res. https://openreview.net/forum?id=QlBaDKb370 db/journals/tmlr/tmlr2025.html#NandakumarQML25

Tianshuo Xu Lijiang Li Peng Mi Xiawu Zheng Fei Chao 0001 Rongrong Ji Yonghong Tian 0001 Qiang Shen 0001 Uncovering the Over-Smoothing Challenge in Image Super-Resolution: Entropy-Based Quantification and Contrastive Optimization. 6199-6215 2024 September 46 IEEE Trans. Pattern Anal. Mach. Intell. 9 https://doi.org/10.1109/TPAMI.2024.3378704 db/journals/pami/pami46.html#XuLMZCJTS24 streams/journals/pami

Cong Lei Yuxuan Du Peng Mi Jun Yu 0001 Tongliang Liu Neural Auto-designer for Enhanced Quantum Kernels. 2024 ICLR https://openreview.net/forum?id=8htNAnMSyP conf/iclr/2024 db/conf/iclr/iclr2024.html#LeiDM0L24

Cong Lei Yuxuan Du Peng Mi Jun Yu 0001 Tongliang Liu Neural auto-designer for enhanced quantum kernels. 2024 abs/2401.11098 CoRR https://doi.org/10.48550/arXiv.2401.11098 db/journals/corr/corr2401.html#abs-2401-11098

Tianshuo Xu Peng Mi Ruilin Wang Yingcong Chen Towards Faster Training of Diffusion Models: An Inspiration of A Consistency Phenomenon. 2024 abs/2404.07946 CoRR https://doi.org/10.48550/arXiv.2404.07946 db/journals/corr/corr2404.html#abs-2404-07946

Peng Mi Jianghang Lin Yiyi Zhou Yunhang Shen Gen Luo Xiaoshuai Sun Liujuan Cao Rongrong Fu Qiang Xu Rongrong Ji Active Teacher for Semi-Supervised Object Detection. 2023 abs/2303.08348 CoRR https://doi.org/10.48550/arXiv.2303.08348 db/journals/corr/corr2303.html#abs-2303-08348

Vinoth Nandakumar Peng Mi Tongliang Liu Why can neural language models solve next-word prediction? A mathematical perspective. 2023 abs/2306.17184 CoRR https://doi.org/10.48550/arXiv.2306.17184 db/journals/corr/corr2306.html#abs-2306-17184

Peng Mi Li Shen 0008 Tianhe Ren Yiyi Zhou Tianshuo Xu Xiaoshuai Sun Tongliang Liu Rongrong Ji Dacheng Tao Systematic Investigation of Sparse Perturbed Sharpness-Aware Minimization Optimizer. 2023 abs/2306.17504 CoRR https://doi.org/10.48550/arXiv.2306.17504 db/journals/corr/corr2306.html#abs-2306-17504

Peng Mi Jianghang Lin Yiyi Zhou Yunhang Shen Gen Luo Xiaoshuai Sun Liujuan Cao Rongrong Fu Qiang Xu Rongrong Ji Active Teacher for Semi-Supervised Object Detection. 14462-14471 2022 CVPR https://doi.org/10.1109/CVPR52688.2022.01408 conf/cvpr/2022 db/conf/cvpr/cvpr2022.html#MiLZSLSCFXJ22 Qihuang Zhong Liang Ding 0006 Li Shen 0008 Peng Mi Juhua Liu Bo Du 0001 Dacheng Tao Improving Sharpness-Aware Minimization with Fisher Mask for Better Generalization on Language Models. 4064-4085 2022 EMNLP (Findings) https://doi.org/10.18653/v1/2022.findings-emnlp.300 https://aclanthology.org/2022.findings-emnlp.300 conf/emnlp/2022f db/conf/emnlp/emnlp2022f.html#Zhong00ML0T22 Peng Mi Li Shen 0008 Tianhe Ren Yiyi Zhou Xiaoshuai Sun Rongrong Ji Dacheng Tao Make Sharpness-Aware Minimization Stronger: A Sparsified Perturbation Approach. 2022 conf/nips/2022 NeurIPS http://papers.nips.cc/paper_files/paper/2022/hash/c859b99b5d717c9035e79d43dfd69435-Abstract-Conference.html db/conf/nips/neurips2022.html#Mi0RZSJT22

Tianshuo Xu Peng Mi Xiawu Zheng Lijiang Li Fei Chao 0001 Guannan Jiang Wei Zhang 0217 Yiyi Zhou Rongrong Ji What Hinders Perceptual Quality of PSNR-oriented Methods? 2022 abs/2201.01034 CoRR https://arxiv.org/abs/2201.01034 db/journals/corr/corr2201.html#abs-2201-01034

Peng Mi Li Shen 0008 Tianhe Ren Yiyi Zhou Xiaoshuai Sun Rongrong Ji Dacheng Tao Make Sharpness-Aware Minimization Stronger: A Sparsified Perturbation Approach. 2022 abs/2210.05177 CoRR https://doi.org/10.48550/arXiv.2210.05177 db/journals/corr/corr2210.html#abs-2210-05177

Qihuang Zhong Liang Ding 0006 Li Shen 0008 Peng Mi Juhua Liu Bo Du 0001 Dacheng Tao Improving Sharpness-Aware Minimization with Fisher Mask for Better Generalization on Language Models. 2022 abs/2210.05497 CoRR https://doi.org/10.48550/arXiv.2210.05497 db/journals/corr/corr2210.html#abs-2210-05497

Hao Wu 0041 Maoyuan Sun Peng Mi Nikolaj Tatti Chris North 0001 Naren Ramakrishnan Interactive Discovery of Coordinated Relationship Chains with Maximum Entropy Models. 7:1-7:34 2018 12 ACM Trans. Knowl. Discov. Data 1 https://doi.org/10.1145/3047017 db/journals/tkdd/tkdd12.html#WuSMTNR18

Peng Mi Maoyuan Sun Moeti Masiane Yong Cao 0003 Chris North 0001 AVIST: A GPU-Centric Design for Visual Exploration of Large Multidimensional Datasets. 18 2016 3 Informatics 4 https://doi.org/10.3390/informatics3040018 db/journals/informatics/informatics3.html#MiSMCN16

Peng Mi Maoyuan Sun Moeti Masiane Yong Cao 0003 Chris North 0001 Interactive Graph Layout of a Million Nodes. 23 2016 3 Informatics 4 https://doi.org/10.3390/informatics3040023 db/journals/informatics/informatics3.html#MiSMCN16a

Maoyuan Sun Peng Mi Chris North 0001 Naren Ramakrishnan BiSet: Semantic Edge Bundling with Biclusters for Sensemaking. 310-319 2016 22 IEEE Trans. Vis. Comput. Graph. 1 https://doi.org/10.1109/TVCG.2015.2467813 http://doi.ieeecomputersociety.org/10.1109/TVCG.2015.2467813 https://www.wikidata.org/entity/Q38400833 db/journals/tvcg/tvcg22.html#SunMNR16

Hao Wu 0041 Maoyuan Sun Peng Mi Nikolaj Tatti Chris North 0001 Naren Ramakrishnan Interactive Discovery of Coordinated Relationship Chains with Maximum Entropy Models. 2015 abs/1512.08799 CoRR http://arxiv.org/abs/1512.08799 db/journals/corr/corr1512.html#WuSMTNR15

Ji Wang 0003 Peng Mi Chris North 0001 Making sense of daily life data: From commonalities to anomalies: VAST 2014 Mini Challenge #2. 365-366 2014 IEEE VAST https://doi.org/10.1109/VAST.2014.7042568 https://doi.ieeecomputersociety.org/10.1109/VAST.2014.7042568 conf/ieeevast/2014 db/conf/ieeevast/ieeevast2014.html#WangMN14 Yong Cao 0003 Reese Moore Peng Mi Alex Endert Chris North 0001 Randy C. Marchany Dynamic analysis of large datasets with animated and correlated views: VAST 2012 Mini Challenge # award: Honorable mention for good use of coordinated displays. 283-284 2012 IEEE VAST https://doi.org/10.1109/VAST.2012.6400515 https://doi.ieeecomputersociety.org/10.1109/VAST.2012.6400515 conf/ieeevast/2012 db/conf/ieeevast/ieeevast2012.html#CaoMMENM12 Chao Peng 0003 Peng Mi Yong Cao 0003 Load Balanced Parallel GPU Out-of-Core for Continuous LOD Model Visualization. 215-223 2012 SC Companion https://doi.org/10.1109/SC.Companion.2012.37 https://doi.ieeecomputersociety.org/10.1109/SC.Companion.2012.37 conf/sc/2012c db/conf/sc/sc2012c.html#PengMC12 Wenming Li Qingxiu Du Peng Mi A MEMS inertial sensor and AMR magnetic sensor calibration method. 1-5 2011 ICICS https://doi.org/10.1109/ICICS.2011.6174221 conf/IEEEicics/2011 db/conf/IEEEicics/IEEEicics2011.html#LiDM11 Liujuan Cao Yong Cao 0003 Fei Chao 0001 Ying-Cong ChenYingcong Chen Liang Ding 0006 Bo Du 0001 Qingxiu Du Yuxuan Du Alex Endert Rongrong Fu Rongrong Ji Guannan Jiang Cong Lei Lijiang Li Wenming Li Jianghang Lin Juhua Liu Tongliang Liu Gen Luo Randy C. Marchany Moeti Masiane Reese Moore Vinoth Nandakumar Chris North 0001 Chao Peng 0003 Qiang Qu 0004 Naren Ramakrishnan Tianhe Ren Li Shen 0008 Qiang Shen 0001 Yunhang Shen Maoyuan Sun Xiaoshuai Sun Dacheng Tao Nikolaj Tatti Yonghong Tian 0001 Ji Wang 0003 Ruilin Wang Hao Wu 0041 Qiang Xu Tianshuo Xu Jun Yu 0001 Wei Zhang 0217 Xiawu Zheng Qihuang Zhong Yiyi Zhou