Intelligent Electromagnetic Structure Design and Optimization
IEEE TAPAI-Driven Automated Metasurface Design Framework for Diverse RCS Reduction Objectives, GuYing Deng, Yao Pan, Yaofo Chen†, Mingkui Tan, XiuYin Zhang. PDFIMWS-AMP 2026Machine Learning-Assisted End-to-End Synthesis of RF Transformer-Based Matching Networks, Tao Wang, Li Gao, Yaofo Chen, Xiuyin Zhang. July 22- 24, 2026. Cairns, Australia. PDF
Deep Model Architecture and Design
ICML 2025Core Context Aware Transformers for Long Context Language Modeling, Yaofo Chen, Zeng You, Shuhai Zhang, Haokun Li, Yirui Li, Yaowei Wang, Mingkui Tan. July 13-19, 2025. Vancouver, Canada. PDF / Poster / Slides / Code / Project PageICML 2026LoKiFormer: Locality-aware Attention with Decoupled Knowledge Memory for Efficient Large Language Model Pretraining, Qiuwu Chen, Zimo Liu, Yuchen Li, Ying Sun, Yifan Zhang, Zhijie Qiu, Zeng You, Ryan Dong, Simeng Ma, Yaofo Chen†, Mingkui Tan†. July 6-11, 2026. Seoul, South Korea. PDF / Code / PosterNeurIPS 2026Tree Rotary Positional Encoding for Extreme Length Extrapolation from Scratch, Qiuwu Chen, Ziteng Huang, Shuhai Zhang, Zimo Liu, Linxiao Li, Ying Sun, Yuchen Li, Yifan Zhang, Yaofo Chen, Mingkui Tan. December 6-12, 2026. Sydney, Australia. PDF / CodeICML 2025Curse of High Dimensionality Issue in Transformer for Long Context Modeling, Shuhai Zhang, Zeng You, Yaofo Chen, Zhiquan Wen, Qianyue Wang, Zhijie Qiu, Yuanqing Li, Mingkui Tan. July 13-19, 2025. Vancouver, Canada. PDF / CodeACL 2026Latent-Condensed Transformer for Efficient Long Context Modeling, Zeng You*, Yaofo Chen*, Shuhai Zhang, Yingjian Li, Ying Sun, Qiuwu Chen, Yaowei Wang, Mingkui Tan. July 2-7, 2026. San Diego, California. PDF / CodeTPAMI 2026Training-free Context-adaptive Attention for Efficient Long Context Modeling, Zeng You*, Yaofo Chen*, Shuhai Zhang*, Zhijie Qiu, Tingyu Wu, Yingjian Li, Yaowei Wang, Mingkui Tan. PDF / CodeAAAI 2026ProCache: Constraint-Aware Feature Caching with Selective Computation for Diffusion Transformer Acceleration, Fanpu Cao, Yaofo Chen†, Zeng You, Wei Luo. Jan 20-27, 2026. Singapore, Singapore. PDF / CodeTCSVT 2024Automated Dominative Subspace Mining for Efficient Neural Architecture Search, Yaofo Chen, Yong Guo, Daihai Liao, Fanbing Lv, Hengjie Song, James Tin-Yau Kwok, Mingkui Tan. PDF / CodeCVPR 2021Contrastive Neural Architecture Search with Neural Architecture Comparators, Yaofo Chen, Yong Guo, Qi Chen, Minli Li, Wei Zeng, Yaowei Wang, Mingkui Tan. June 19-25, 2021. Virtual. PDF / Supp / Poster / Slides / CodeICML 2020Breaking the Curse of Space Explosion: Towards Efficient NAS with Curriculum Search, Yong Guo*, Yaofo Chen*, Yin Zheng, Peilin Zhao, Jian Chen, Junzhou Huang, Mingkui Tan. July 12-18, 2020. Vienna, Austria. PDF / Supp / Poster / Slides / CodeNeural Networks 2021Content-aware Convolutional Neural Networks, Yong Guo, Yaofo Chen, Mingkui Tan, Kui Jia, Jian Chen, Jingdong Wang. PDF / CodeCVPRW 2023Pareto-aware Neural Architecture Generation for Diverse Computational Budgets, Yong Guo, Yaofo Chen, Yin Zheng, Qi Chen, Peilin Zhao, Jian Chen, Junzhou Huang, Mingkui Tan. Jun 18-22, 2023. Vancouver, Canada. PDF / Supp / Code
Model Generalization, Adaptation
ICLR 2024Towards Robust and Efficient Cloud-Edge Elastic Model Adaptation via Selective Entropy Distillation, Yaofo Chen, Shuaicheng Niu, Yaowei Wang, Shoukai Xu, Hengjie Song, Mingkui Tan. May 7-11, 2024. Vienna, Austria. PDF / Poster / Slides / CodeICLR 2023(Oral) Towards Stable Test-time Adaptation in Dynamic Wild World, Shuaicheng Niu, Jiaxiang Wu, Yifan Zhang, Zhiquan Wen, Yaofo Chen, Peilin Zhao, Mingkui Tan. May 1-5, 2023. Kigali, Rwanda. PDF / Poster / Slides / CodeICML 2022Efficient Test-Time Model Adaptation without Forgetting, Shuaicheng Niu, Jiaxiang Wu, Yifan Zhang, Yaofo Chen, Shijian Zheng, Peilin Zhao, Mingkui Tan. Jul 17-23, 2022. Baltimore, America. PDF / Poster / Slides / CodeAAAI 2025Learning to Generate Gradients for Test-Time Adaptation via Test-Time Training Layers, Qi Deng, Shuaicheng Niu, Ronghao Zhang, Yaofo Chen, Runhao Zeng, Jian Chen, Xiping Hu. Feb 25-Mar 4, 2025. Philadelphia, America. PDF / CodeTPAMI 2025Uncertainty-Calibrated Test-Time Model Adaptation without Forgetting, Mingkui Tan, Guohao Chen, Jiaxiang Wu, Yifan Zhang, Yaofo Chen, Peilin Zhao, Shuaicheng Niu. PDF / CodeTPAMI 2026Adapt in the Wild: Test-Time Entropy Minimization with Sharpness and Feature Regularization, Shuaicheng Niu, Guohao Chen, Deyu Chen, Yifan Zhang, Jiaxiang Wu, Zhiquan Wen, Yaofo Chen, Peilin Zhao, Chunyan Miao, Mingkui Tan. PDF / CodeMIR 2026A Survey on Self-Improving Test-Time Intelligence: Feedback-Driven Adapting, Learning, and Scaling at Inference, Shuaicheng Niu, Guohao Chen, Yaofo Chen, Zhiquan Wen, Jinwu Hu, Zeshuai Deng, Deyu Chen, Shuhai Zhang, Renjie Chen, Zihao Lian, Shoukai Xu, Wei Luo,Mingkui Tan, Cheng Deng. PDF
Other Areas
PRCV 2025Sensitivity-Aware Post-Training Quantization for Deep Neural Networks, Zekang Zheng, Haokun Li, Yaofo Chen†, Mingkui Tan, Qing Du. October 15-18, 2025. Shanghai, China. PDF / PosterTCSVT 2024Towards Long Video Understanding via Fine-detailed Video Story Generation, Zeng You, Zhiquan Wen, Yaofo Chen, Xin Li, Runhao Zeng, Yaowei Wang, Mingkui Tan. PDF / Code / Project PageICML 2026Intervene When It Doubts: Conjunction-Guided Interactive Reasoning, Qianyue Wang, Jinwu Hu, Yaofo Chen, Zhiquan Wen, Bailin Chen, Huanxiang Lin, Yufeng Wang, Yu Rong, Yuanqing Li, Mingkui Tan. July 6-11, 2026. Seoul, South Korea. PDF / CodeChinese Journal of ComputersClass-Balanced Federated Learning Based on Data Generation, ZhiPeng Li, Yong Guo, Yaofo Chen, Yaowei Wang, Wei Zeng, Mingkui Tan. PDF / Code