Natural Language Processing - Fundmental Link to heading

• NormNet: Normalize Noun Phrases for More Robust NLP. Minlong Peng, Mingming Sun, ACL (Findings) 2023: 2171-2183
• Connectivity Patterns are Task Embeddings. Zhiheng Xi, Rui Zheng, Yuansen Zhang, Xuanjing Huang, Zhongyu Wei, Minlong Peng, Mingming Sun, Qi Zhang, Tao Gui, ACL (Findings) 2023: 11993-12013
• Actively Supervised Clustering for Open Relation Extraction. Jun Zhao, Yongxin Zhang, Qi Zhang, Tao Gui, Zhongyu Wei, Minlong Peng, Mingming Sun, ACL (1) 2023: 4985-4997
• RE-Matching: A Fine-Grained Semantic Matching Method for Zero-Shot Relation Extraction. Jun Zhao, WenYu Zhan, Xin Zhao, Qi Zhang, Tao Gui, Zhongyu Wei, Junzhe Wang, Minlong Peng, Mingming Sun, ACL (1) 2023: 6680-6691
• A Semi-Autoregressive Graph Generative Model for Dependency Graph Parsing. Ye Ma, Mingming Sun, Ping Li, ACL (Findings) 2023: 4218-4230
• OIE@OIA: an Adaptable and Efficient Open Information Extraction Framework. Xin Wang, Minlong Peng, Mingming Sun, Ping Li, ACL (1) 2022: 6213-6226
• Explainable Concept Graph Completion by Bridging Open-Domain Relations and Concepts. Yue Zhang, Mingming Sun, Jingyuan Zhang, Ping Li, SDM 2022: 675-683
• Learning Interpretable Relationships between Entities, Relations and Concepts via Bayesian Structure Learning on Open Domain Facts. Jingyuan Zhang, Mingming Sun, Yue Feng, Ping Li, ACL 2020: 8045-8056
• A Reinforced Semi-supervised Neural Network for Helpful Review Identification. Yue Feng, Miao Fan, Mingming Sun, Ping Li, CIKM 2020: 2021-2024
• A Predicate-Function-Argument Annotation of Natural Language for Open-Domain Information eXpression.Mingming Sun, Wenyue Hua, Zoey Liu, Xin Wang, Kangjie Zheng, Ping Li, EMNLP (1) 2020: 2140-2150
• An Advantage Actor-Critic Algorithm with Confidence Exploration for Open Information Extraction. Guiliang Liu, Xu Li, Mingming Sun, Ping Li, SDM 2020: 217-225
• Extracting Knowledge from Web Text with Monte Carlo Tree Search. Guiliang Liu, Xu Li, Jiakang Wang, Mingming Sun, Ping Li, WWW 2020: 2585-2591
• Multi-Agent Discussion Mechanism for Natural Language Generation. Xu Li, Mingming Sun, Ping Li, AAAI 2019: 6096-6103
• Logician and Orator: Learning from the Duality between Language and Knowledge in Open Domain. Mingming Sun, Xu Li, Ping Li, EMNLP 2018: 2119-2130
• Logician: A Unified End-to-End Neural Approach for Open-Domain Information Extraction. Mingming Sun, Xu Li, Xin Wang, Miao Fan, Yue Feng, Ping Li, WSDM 2018: 556-564

Natural Language Processing - Applications Link to heading

• Multi-Hop Open-Domain Question Answering over Structured and Unstructured Knowledge. Yue Feng, Zhen Han, Mingming Sun, Ping Li, NAACL-HLT (Findings) 2022: 151-156
• Cross-Lingual Cross-Modal Consolidation for Effective Multilingual Video Corpus Moment Retrieval. Jiaheng Liu, Tan Yu, Hanyu Peng, Mingming Sun, Ping Li, NAACL-HLT (Findings) 2022: 1854-1862
• Joint Learning of Object Graph and Relation Graph for Visual Question Answering. Hao Li, Xu Li, Belhal Karimi, Jie Chen, Mingming Sun, ICME 2022: 1-6
• Multi-Type Textual Reasoning for Product-Aware Answer Generation. Yue Feng, Zhaochun Ren, Weijie Zhao, Mingming Sun, Ping Li, SIGIR 2021: 1135-1145
• Large Margin Prototypical Network for Few-shot Relation Classification with Fine-grained Features. Miao Fan, Yeqi Bai, Mingming Sun, Ping Li, CIKM 2019: 2353-2356
• Reinforced Product Metadata Selection for Helpfulness Assessment of Customer Reviews. Miao Fan, Chao Feng, Mingming Sun, Ping Li, EMNLP/IJCNLP (1) 2019: 1675-1683
• Reading Customer Reviews to Answer Product-related Questions. Miao Fan, Chao Feng, Mingming Sun, Ping Li, Haifeng Wang, SDM 2019: 567-575
• Product-Aware Helpfulness Prediction of Online Reviews. Miao Fan, Chao Feng, Lin Guo, Mingming Sun, Ping Li, WWW 2019: 2715-2721
• Multi-Task Neural Learning Architecture for End-to-End Identification of Helpful Reviews. Miao Fan, Yue Feng, Mingming Sun, Ping Li, Haifeng Wang, Jianmin Wang, ASONAM 2018: 343-350
• A Globalization-Semantic Matching Neural Network for Paraphrase Identification. Miao Fan, Wutao Lin, Yue Feng, Mingming Sun, Ping Li, CIKM 2018: 2067-2075
• Generating Recommendation Evidence Using Translation Model. Jizhou Huang, Shiqi Zhao, Shiqiang Ding, Haiyang Wu, Mingming Sun, Haifeng Wang, IJCAI 2016: 2810-2816

Learge Scale Reasoning Algorithms and Systems Link to heading

• Shengyuan Chen, Yunfeng Cai, Huang Fang, Xiao Huang, Mingming Sun, Differentiable Neuro-Symbolic Reasoning on Large-Scale Knowledge Graphs, NeurIPS 2023
• MLN4KB: an efficient Markov logic network engine for large-scale knowledge bases and structured logic rules. Huang Fang, Yang Liu, Yunfeng Cai, Mingming Sun, WWW 2023, 2423-2432
• SpaceE: Knowledge Graph Embedding by Relational Linear Transformation in the Entity Space. Jinxing Yu, Yunfeng Cai, Mingming Sun, Ping Li, HT 2022: 64-72
• Causal Discovery with Flow-based Conditional Density Estimation. Shaogang Ren, Haiyan Yin, Mingming Sun, Ping Li, ICDM 2021: 1300-1305
• MQuadE: a Unified Model for Knowledge Fact Embedding.Jinxing Yu, Yunfeng Cai, Mingming Sun, Ping Li, WWW 2021: 3442-3452

Computer Vision Link to heading

• S3IM: Stochastic Structural SIMilarity and Its Unreasonable Effectiveness for Neural Fields, Zeke Xie, Xindi Yang, Yujie Yang, Qi Sun, Yixiang Jiang, Haoran Wang, Yunfeng Cai, and Mingming Sun, ICCV 2023
• S2-MLP: Spatial-Shift MLP Architecture for Vision. Tan Yu, Xu Li, Yunfeng Cai, Mingming Sun, Ping Li, WACV 2022: 3615-3624
• Rethinking Token-Mixing MLP for MLP-based Vision Backbone.Tan Yu, Xu Li, Yunfeng Cai, Mingming Sun, Ping Li, BMVC 2021: 139
• Sparse Alignment for Robust Tensor Learning. Zhihui Lai, Wai Keung Wong, Yong Xu, Cairong Zhao, Mingming Sun, IEEE Trans. Neural Networks Learn. Syst. 25(10): 1779-1792 (2014)
• Dynamic transition embedding for image feature extraction and recognition. Zhihui Lai, Zhong Jin, Jian Yang, Mingming Sun, Neural Comput. Appl. 21(8): 1905-1915 (2012)
• Sparse Tensor Discriminant Color Space for Face Verification. Sujing Wang, Jian Yang, Mingfang Sun, Xu-Jun Peng, Mingming Sun, Chunguang Zhou, IEEE Trans. Neural Networks Learn. Syst. 23(6): 876-888 (2012)
• Curvature diffusion evolution in image filtering. Hong-nan Wang, Chunxia Zhao, Haofeng Zhang, Yong Hu, Ming-ming Sun, ICARCV 2008: 114-118

Machine Learning Theories and Algorithms Link to heading

• Zeke Xie, Qian-Yuan Tang, Mingming Sun, Ping Li, On the Overlooked Structure of Stochastic Gradients, NeurIPS 2023
• Dataset Pruning: Reducing Training Data by Examining Generalization Influence. Shuo Yang, Zeke Xie, Hanyu Peng, Min Xu, Mingming Sun, Ping Li, ICLR 2023
• Dynamic Re-weighting for Long-tailed Semi-supervised Learning. Hanyu Peng, Weiguo Pian, Mingming Sun, Ping Li, WACV 2023, 6453-6463
• CGAR: Critic Guided Action Redistribution in Reinforcement Leaning. Tairan Huang, Xu Li, Hao Li, Mingming Sun, Ping Li, CoG 2022: 496-499
• Optimal Transport for Long-Tailed Recognition with Learnable Cost Matrix. Hanyu Peng, Mingming Sun, Ping Li, ICLR 2022
• Graph to Graph: a Topology Aware Approach for Graph Structures Learning and Generation. Mingming Sun, Ping Li, AISTATS 2019: 2946-2955

Machine Learning Systems Link to heading

• Distributed Hierarchical GPU Parameter Server for Massive Scale Deep Learning Ads Systems. Weijie Zhao, Deping Xie, Ronglai Jia, Yulei Qian, Ruiquan Ding, Mingming Sun, Ping Li, MLSys 2020
• Improved Touch-screen Inputting Using Sequence-level Prediction Generation. Xin Wang, Xu Li, Jinxing Yu, Mingming Sun, Ping Li, WWW 2020: 3077-3083
• FastInput: Improving Input Efficiency on Mobile Devices. Jingyuan Zhang, Xin Wang, Yue Feng, Mingming Sun, Ping Li, CIKM 2018: 2057-2065

Industry Practices Link to heading

• Efficient Learning to Learn a Robust CTR Model for Web-scale Online Sponsored Search Advertising. Xin Wang, Peng Yang, Shaopeng Chen, Lin Liu, Lian Zhao, Jiacheng Guo, Mingming Sun, Ping Li, CIKM 2021, 4203-4213
• Multi-modal Dictionary BERT for Cross-modal Video Search in Baidu Advertising. Tan Yu, Yi Yang, Yi Li, Lin Liu, Mingming Sun, Ping Li, CIKM 2021: 4341-4351
• Combo-Attention Network for Baidu Video Advertising. Tan Yu, Yi Yang, Yi Li, Xiaodong Chen, Mingming Sun, Ping Li, KDD 2020: 2474-2482
• MOBIUS: Towards the Next Generation of Query-Ad Matching in Baidu’s Sponsored Search. Miao Fan, Jiacheng Guo, Shuai Zhu, Shuo Miao, Mingming Sun, Ping Li, KDD 2019: 2509-2517

Beauty Analysis Link to heading

• Facial beauty analysis based on geometric feature: Toward attractiveness assessment application. Lei Zhang, David Zhang, Ming-ming Sun, Fangmei Chen, Expert Syst. Appl. 82: 252-265 (2017) 2016
• Face attractiveness improvement using beauty prototypes and decision. Mingming Sun, David Zhang, Jingyu Yang, ACPR 2011: 283-287

Manifold Learning Link to heading

• Stochastic neighbor projection on manifold for feature extraction. Songsong Wu, Mingming Sun, Jingyu Yang, Neurocomputing 74(17): 2780-2789 (2011)
• Deep Learning Regularized Fisher Mappings. Wai Keung Wong, Mingming Sun, IEEE Trans. Neural Networks 22(10): 1668-1675 (2011)
• A two-step framework for highly nonlinear data unfolding. Mingming Sun, Chuancai Liu, Jian Yang, Zhong Jin, Jingyu Yang, Neurocomputing 73(10-12): 1801-1807 (2010)
• Similarity preserving principal curve: an optimal 1-D feature extractor for data representation. IEEE Trans. Mingming Sun, Jian Yang, Chuancai Liu, Jingyu Yang, Neural Networks 21(9): 1445-1456 (2010)
• Principal Curves with Feature Continuity. Ming-ming Sun, Jing-yu Yang, PAKDD 2007: 785-792
• Topology Description for Data Distributions Using a Topology Graph With Divide-and-Combine Learning Strategy. Ming-ming Sun, Jian Yang, Jing-yu Yang, IEEE Trans. Syst. Man Cybern. Part B 36(6): 1296-1305 (2006)