马维英博士现任清华大学惠妍讲席教授、智能产业研究院（AIR）首席科学家。他的研究团队专注于人工智能在科学领域的交叉融合（AI for Science），包括人工智能科学，以及用于生物学、化学、能源和材料的生成式人工智能与可扩展的科学基础大模型。

他曾担任北京智源人工智能研究院（BAAI）健康计算研究中心主任（2021-2023）、字节跳动副总裁兼人工智能实验室负责人（2017-2020），领导开发了多项人工智能驱动的内容创作和传播技术，并成功应用于抖音、TikTok、今日头条、剪映和飞书等产品中。他于 2009 年至 2017 年在微软亚洲研究院（MSRA）担任常务副院长，他领导的五个研究团队，包括网络搜索与数据挖掘、自然语言计算、机器学习、社交计算和城市计算成功开发了多项整合到微软 Bing 及其他产品中的技术。

马维英博士是 ACM 和 IEEE 的会士，发表超过 300 篇论文，169 项专利。此前，他曾担任 WWW2008 年会议的 Program Co-Chair，以及 ACM SIGIR2011 年会议的 General Co-Chair。

教育经历：

1990年，毕业于台湾清华大学电气工程系，获工学学士学位

1994年，毕业于美国加州大学圣芭芭拉分校（UCSB）电气和计算机工程系，获工学硕士学位

1997年，毕业于美国加州大学圣芭芭拉分校（UCSB）电气和计算机工程系，获工学博士学位

工作经历：

2020至今 清华大学智能产业研究院 惠妍讲席教授、首席科学家

2017-2020 字节跳动 副总裁兼人工智能实验室主任

2001-2017 微软亚洲研究院 常务副院长

1997-2001 惠普实验室

最新论文:

• · Ni,Y., Feng,S.,  Hong,X., Sun,Y., Wei-Ying Ma, Ma,Z., Ye,Q., & Lan,Y., Pre-training with Fractional Denoising to Enhance Molecular Property Prediction, Nature Machine Intelligence, 2024.

• · Yang, J., Zheng, K., Long, S., Dai, X., Zhang, M., Nie, Z., Wei-Ying Ma, Zhou, H. Mol-AE: Auto-Encoder Based Molecular Representation Learning With 3D Cloze Test Objective, ICML 2024.

• · Zheng, K., Long, S., Lu T., Yang, J.,  Dai, X., Zhang, M., Nie, Z., Wei-Ying Ma, Zhou, H. Multi-Scale Protein Language Model for Unified Molecular Modeling, ICML 2024.

• · Gao, B., Ren, M., Ni, Y., Huang, Y., Qiang, B., Ma, Z., Wei-Ying Ma, & Lan, Y. Rethinking Specificity in SBDD: Leveraging Delta Score and Energy-Guided Diffusion, ICML 2024.

• · Qu, Y., Qiu, K., Song, Y., Gong, J., Han, J., Zheng, M., Zhou H., Wei-Ying Ma. MolCRAFT: Structure-Based Drug Design in Continuous Parameter Space, ICML 2024.

• · Feng,S., Ni,Y., Li,M., Huang,Y., Ma,Z., Wei-Ying Ma, &Lan,Y., UniCorn: A Unified Contrastive Learning Approach for Multi-view Molecular Representation Learning, ICML 2024.

• · Song, Y., Gong, J., Qu, Y., Zheng, M., Zhou, H., Liu, J., & Wei-Ying Ma. Unified generative modeling of 3D molecules with Bayesian flow networks, ICLR 2024 (oral presentation, top                        1.2%).

• · Gao, B., Jia, Y., Mo, Y., Ni, Y., Wei-Ying Ma, Ma, Z., & Lan, Y. Self-supervised pocket pretraining via protein fragment-surroundings alignment, ICLR 2024. 

• · Feng, S., Li, M., Jia, Y., Wei-Ying Ma, Lan, Y. Protein-ligand binding representation learning from fine-grained interactions, ICLR 2024. 

• · Ni, Y., Feng, S., Wei-Ying Ma, Ma, Z., Lan, Y. Sliced denoising: a physics-informed molecular pre-training method, ICLR 2024.

• · Bowen Gao, Bo Qiang, Haichuan Tan, Yinjun Jia, Minsi Ren, Minsi Lu, Jingjing Liu, Wei-Ying Ma,  Yanyan Lan. DrugCLIP: Contrastive Protein-Molecule Representation Learning for Virtual Screening, NeurIPS 2023.        

• · Yuxuan Song, Jingjing Gong, Minkai Xu, Ziyao Cao, Yanyan Lan, Stefano Ermon, Hao Zhou,  Wei-Ying Ma. Equivariant Flow Matching with Hybrid Probability Transport for 3D Molecule Generation, NeurIPS 2023. 

• · Guo Pu, Yifang Men, Yiming Mao, Yuning Jiang, Wei-Ying Ma, Zhouhui Lian. Controllable Image Synthesis With Attribute-Decomposed GAN. IEEE Trans. Pattern Anal. Mach. Intell. 45(2): 1514-1532, 2023.

• · Shikun Feng, Yuyan Ni, Yanyan Lan, Zhi-Ming Ma,  Wei-Ying Ma. Fractional Denoising for 3D Molecular Pre-training. International Conference on Machine Learning (ICML 2023), pp. 9938-9961.

• · Bo Qiang, Yuxuan Song, Minkai Xu, Jingjing Gong, Bowen Gao, Hao Zhou, Wei-Ying Ma, Yanyan Lan. Coarse-to-Fine: a Hierarchical Diffusion Model for Molecule Generation in 3D. International Conference on Machine Learning (ICML 2023): 28277-28299.

• · Yuancheng Sun, Yimeng Chen, Weizhi Ma, Wenhao Huang, Kang Liu, Zhiming Ma, Wei-Ying Ma, Yanyan Lan. PEMP: Leveraging Physics Properties to Enhance Molecular Property Prediction. CIKM 2022: 3505-3513.

• · Jiaqi Guan, Wesley Wei Qian, Qiang Liu, Wei-Ying Ma, Jianzhu Ma, Jian Peng. Energy-Inspired Molecular Conformation Optimization. International Conference on Learning Representations (ICLR) 2022.

论文著作

Journal Papers (Ranked by Citations)

1. B. S. Manjunath and Wei-Ying Ma. Texture features for browsing and retrieval of image data. IEEE Transactions on Pattern Analysis and Machine Intelligence, Vol. 18, No. 8, pp. 837-842. Aug 1996.

2. Wei-Ying Ma and B. S. Manjunath. Netra: A toolbox for navigating large image databases. IEEE Multimedia Systems. Vol. 7, pp. 184-198, May 1999.

3. Wei-Ying Ma and B. S. Manjunath. EdgeFlow: a technique for boundary detection and image segmentation. IEEE Transactions on Image Processing, Vol. 9, No. 8, pp. 1375-1388, Aug 2000.

4. Xiaofei He, Oliver King, Wei-Ying Ma, Mingjing Li, Hongjiang Zhang. Learning a semantic space from user's relevance feedback for image retrieval. IEEE Transactions on Circuits and Systems for Video Technology 13 (1), pp. 39-48, Jan 2003.

5. Ying Liu, D. Zhang, G. Lu, Wei-Ying Ma. A survey of content-based image retrieval with high-level semantics. Pattern Recognition 40 (1), pp. 262-282, 2007.

6. Yu Zheng, L. Zhang, Z. Ma, Xing Xie, Wei-Ying Ma. Recommending friends and locations based on individual location history. ACM Transactions on the Web 5 (1), pp. 1-44, 2011.

7. Li-Qun Chen, Xing Xie, X. Fan, Wei-Ying Ma, Hong-Jiang Zhang, H.Q. Zhou. A visual attention model for adapting images on small displays. Multimedia Systems (Springer-Verlag), pp. 353-364, 2003.

8. Hang Cui, Ji-Rong Wen, J.Y. Nie, Wei-Ying Ma. Query expansion by mining user logs. IEEE Transactions on Knowledge and Data Engineering 15 (4), pp. 829-839, 2003.

9. Guo-Dong Guo, Anil K Jain, Wei-Ying Ma, Hong-Jiang Zhang. Learning similarity measure for natural image retrieval with relevance feedback. IEEE Transactions on Neural Networks 13 (4), pp. 811-820, 2002.

10. Xin-Jing Wang, Lei Zhang, X. Li, Wei-Ying Ma. Annotating images by mining image search results. IEEE Transactions on Pattern Analysis and Machine Intelligence 30 (11), pp. 1919-1932, 2008.

11. Wei-Ying Ma and B. S. Manjunath. A texture thesaurus for browsing large aerial photographs. Journal of the American Society for Information Science Vol. 49, No. 7, pp. 633-648, 1998.

12. Yu Chen, Xing Xie, Wei-Ying Ma, Hong-Jiang Zhang. Adapting web pages for small-screen devices. IEEE Internet Computing Vol. 9, No. 1, pp. 50-56, 2005.

13. Sung-Ju Lee, Wei-Ying Ma, Bo Shen. An interactive video delivery and caching system using video summarization. Computer Communications, Vol. 25, No. 4, pp. 424-435, 2002.

14. Xiaofei He; D. Cai, J.R. Wen, Wei-Ying Ma, Hong-Jiang Zhang. Clustering and searching WWW images using link and page layout analysis. ACM Transactions on Multimedia Computing, Communications, and Applications, Vol. 3, No. 2, pp.10-es, 2007.

15. Wei-Ying Ma and B. S. Manjunath. Texture-based pattern retrieval from image databases, Multimedia Tools and Applications, Vol. 2, pp. 35-51, 1996.

16. Xing Xie, H. Liu, Wei-Ying Ma, Hong-Jiang Zhang. Browsing large pictures under limited display sizes. IEEE Transactions on Multimedia, Vol. 8, No. 4, pp. 707-715, 2006.

17. Xing Xie, Lie Lu, Menglei Jia, Hua Li, Hua, Frank Seide, Wei-Ying Ma. Mobile search with multimodal queries. Proceedings of the IEEE, Vol. 96, No. 4, pp. 589-601, 2008.

18. Bin Gao, Tie-Yan Liu, G. Feng, T. Qin, Q. S. Cheng, Wei-Ying Ma. Hierarchical taxonomy preparation for text categorization using consistent bipartite spectral graph co-partitioning. IEEE Transactions on Knowledge and Data Engineering, Vol. 17, No. 9, pp. 1263-1273, 2005.

19. Tao Qin, X.D. Zhang, T.Y. Liu, D.S. Wang, Wei-Ying Ma, Hong-Jiang Zhang. An active feedback framework for image retrieval. Pattern Recognition Letters, Vol. 29, No. 5, pp. 637-646, 2008.

20. Hanghang Tong, Jingrui He, Mingjing Li, Wei-Ying Ma, Hong-Jiang Zhang, Changshui Zhang. Manifold-ranking-based keyword propagation for image retrieval. EURASIP Journal on Advances in Signal Processing, 2006.

21. Shen Huang, Zheng Chen, Yu Zheng, Yong Yu, Wei-Ying Ma. Multitype features co-selection for web document clustering. IEEE Transactions on Knowledge and Data Engineering, Vol. 18, No. 4, pp. 448-459, 2006.

22. Xiangye Xiao, Qiong Luo, Dan Hong, Hongbo Fu, Xing Xie, Wei-Ying Ma. Browsing on small displays by transforming web pages into hierarchically structured subpages. ACM Transactions on the Web, Vol. 3, No. 1, pp. 1-36, 2009.

23. Zhigang Hua, X. Xie, H. Liu, H. Lu, Wei-Ying Ma. Design and performance studies of an adaptive scheme for serving dynamic web content in a mobile computing environment. IEEE Transactions on Mobile Computing, Vol. 5, No. 12, pp. 1650-1662, 2006.

24. Shaozhi Ye, Ji-Rong Wen, Wei-Ying Ma. A systematic study on parameter correlations in large-scale duplicate document detection. Knowledge and Information Systems, Vol. 14, pp. 217-232, 2008.

25. Lei Wu, Xian-Sheng Hua, Nenghai Yu, Wei-Ying Ma, Shipeng Li. Flickr distance: a relationship measure for visual concepts. IEEE Transactions on Pattern Analysis and Machine Intelligence, Vol. 34, No. 5, pp. 863-875, 2011.

26. Wenyin Liu; Zheng Chen, Fan Lin, Hongjiang Zhang, Wei-Ying Ma. Ubiquitous media agents: a framework for managing personally accumulated multimedia files. Multimedia Systems, Vol. 9, pp. 144-156, 2003.

27. Xin-Jing Wang, Wei-Ying Ma, Xing Li. Exploring statistical correlations for image retrieval. Multimedia Systems, Vol. 11, pp. 340-351, 2006.

28. Xiangye Xiao, Qiong Luo, Zhisheng Li, Xie, Xing, Wei-Ying Ma. A large-scale study on map search logs. ACM Transactions on the Web, Vol. 4, No. 3, pp. 1-33, 2010.

29. Xing Xie, Chong Wang, Li-Qun Chen, Wei-Ying Ma. An adaptive web page layout structure for small devices. Multimedia Systems, Vol. 11, pp. 34-44, 2005.

30. Yalong Bai, K. Yang, T. Mei, Wei-Ying Ma, T.J. Zhao. Automatic data augmentation from massive Web images for deep visual recognition. ACM Transactions on Multimedia Computing, Communications, and Applications, Vol. 14, No. 3, pp. 1-20, 2018.

Conference and Workshop Papers (Ranked by Citations)

1. Hua-Jun Zeng, Qi-Cai He, Zheng Chen, Wei-Ying Ma, Jinwen Ma. Learning to cluster web search results. Proceedings of the 27th International ACM SIGIR Conference 2004, 210-217.

2. Fuzheng Zhang, Jing Yuan, Defu Lian, Xing Xie, Wei-Ying Ma. Collaborative knowledge base embedding for recommender systems. Proceedings of the 22nd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining 2016, 353-362.

3. Di He, Y. Xia, T. Qin, L. Wang, N. Yu, Tie-Yan Liu, Wei-Ying Ma. Dual learning for machine translation. Advances in Neural Information Processing Systems, Vol 29, 2016.

4. Yu Chen, Wei-Ying Ma, Hong-Jiang Zhang. Detecting web page structure for adaptive viewing on small form factor devices. International World Wide Web (WWW) Conference 2003: 225-233.

5. Deng Cai, S. Yu, Ji-Rong Wen, Wei-Ying Ma. VIPS: a vision-based page segmentation algorithm. Microsoft Research Technical Report, MSR-TR-2003-79, 2003.

6. Shipeng Yu, Deng Cai, Ji-Rong Wen, Wei-Ying Ma. Improving pseudo-relevance feedback in web information retrieval using web page segmentation. International World Wide Web (WWW) Conference 2003: 11-18.

7. Hang Cui, Ji-Rong Wen, Jian-Yun Nie, Wei-Ying Ma. Probabilistic query expansion using query logs. International World Wide Web (WWW) Conference 2002: 325-332.

8. Ruihua Song, Haifeng Liu, Ji-Rong Wen, Wei-Ying Ma.  Learning block importance models for web pages. International World Wide Web (WWW) Conference 2004: 203-211.

9. Yu Zheng, Lei Zhang, Xing Xie, Wei-Ying Ma. Mining interesting locations and travel sequences from GPS trajectories. The 18th international conference on World Wide Web 2009, 791-800.

10. Yu Zheng, Xing Xie, Wei-Ying Ma. GeoLife: A collaborative social networking service among user, location and trajectory. IEEE Data Eng. Bull. 33(2), 32-39.

11. Yu Zheng, Q. Li, Y. Chen, Xing Xie, Wei-Ying Ma. Understanding mobility based on GPS data. Proceedings of the 10th International Conference on Ubiquitous Computing 2008, 312-321.

12. Quannan Li, Yu Zheng, Xing Xie, Y. Chen, W. Liu, Wei-Ying Ma. Mining user similarity based on location history. Proceedings of the 16th ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems 2008, 1-10.

13. Deng Cai, Shipeng Yu, Ji-Rong Wen, Wei-Ying Ma. Extracting content structure for web pages based on visual representation. 5th Asia-Pacific Web Conference, APWeb 2003, 406-417.

14. Chen Xing, W. Wu, Y. Wu, J. Liu, Y. Huang, M. Zhou, Wei-Ying Ma. Topic aware neural response generation. Proceedings of the AAAI conference on artificial intelligence 31 (1), 2017.

15. Deng Cai, Xiaofei He, Zhiwei Li, Wei-Ying Ma, Ji-Rong Wen. Hierarchical clustering of www image search results using visual, textual and link information. Proceedings of the 12th annual ACM international conference on Multimedia, 952-959.

16. Tao Liu, S. Liu, Z. Chen, Wei-Ying Ma. An evaluation on feature selection for text clustering. Proceedings of the 20th international conference on machine learning, 488-495.

17. Zaiqing Nie, Yuanzhi Zhang, Ji-Rong Wen, Wei-Ying Ma. Object-level ranking: bringing order to web objects. Proceedings of the 14th international conference on World Wide Web 2005, 567-574.

18. Xin-Jing Wang, Lei Zhang, Feng Jing, Wei-Ying Ma. Annosearch: Image auto-annotation by search. IEEE Computer Society Conference on Computer Vision and Pattern Recognition 2006, 1483-1490.

19. Ruihua Song, H. Liu, Ji-Rong Wen, Wei-Ying Ma. Learning block importance models for web pages. Proceedings of the 13th international conference on World Wide Web 2004, 203-211.

20. Yinghua Zhou, Xing Xie, C. Wang, Y. Gong, Wei-Ying Ma. Hybrid index structures for location-based web search. Proceedings of the 14th ACM international conference on Information and knowledge management, 155-162.

21. Wei-Ying Ma and B. S. Manjunath. Texture features and learning similarity. IEEE International Conference on Computer Vision and Pattern Recognition 1996, 425-430.

22. Steven CH Hoi, W. Liu, M.R. Lyu, Wei-Ying Ma. Learning distance metrics with contextual constraints for image retrieval. IEEE Computer Society Conference on Computer Vision and Pattern Recognition 2006, 2072-2078.

23. Wei-Ying Ma and B. S. Manjunath. Edge flow: a framework of boundary detection and image segmentation. IEEE International Conference on Computer Vision and Pattern Recognition 1997, 744-749.

24. Gui-Rong Xue, H.J. Zeng, Z. Chen, Y. Yu, Wei-Ying Ma, W.S .Xi, W.G. Fan. Optimizing web search using web click-through data. Proceedings of the 13th ACM International Conference on Information and Knowledge Management 2004, 118-126.

25. Tie-Yan Liu, Y. Yang, H. Wan, H.J. Zeng, Z. Chen, Wei-Ying Ma. Support vector machines classification with a very large-scale taxonomy. ACM SIGKDD Explorations Newsletter 7 (1), 36-43.

26. Wei-Ying Ma and B. S. Manjunath. A comparison of wavelet transform features for texture image annotation. Proceedings., International Conference on Image Processing 1995, Vol. 2, 256-259.

27. Dou Shen, Z. Chen, Q. Yang, Hong-Jiang Zeng, B. Zhang, Y. Lu, Wei-Ying Ma. Web-page classification through summarization. Proceedings of the 27th International ACM SIGIR Conference 2004, 242-249.

28. X. Marichal, Wei-Ying Ma, Hong-Jiang Zhang. Blur determination in the compressed domain using DCT information. IEEE International Conference on Image Processing 1999, 386-390.

29. Yu Zheng, Y. Chen, Xing Xie, Wei-Ying Ma. GeoLife2. 0: a location-based social networking service. The 10th international conference on mobile data management: systems, services and middleware 2009, 357-358.

30. Benyu Zhang, H. Li, Y. Liu, L. Ji, W.S. Xi, W. Fan, Z. Chen, Wei-Ying Ma. Improving web search results using affinity graph. Proceedings of the 28th annual international ACM SIGIR Conference 2005, 504-511.

31. Jiying Wang, Ji-Rong Wen, F. Lochovsky, Wei-Ying Ma. Instance-based schema matching for web databases by domain-specific query probing. VLDB 2004, Vol. 4, 408-419.

32. Deng Cai, S. Yu, Ji-Rong Wen, Wei-Ying Ma. Block-based web search. Proceedings of the 27th International ACM SIGIR Conference 2004, 456-463.

33. Deng Cai, X. He, Ji-Rong Wen, Wei-Ying Ma. Block-level link analysis. Proceedings of the 27th International ACM SIGIR Conference 2004, 440-447.

34. Zhiwei Li, Bin Wang, Mingjing Li, Wei-Ying Ma. A probabilistic model for retrospective news event detection. Proceedings of the 28th International ACM SIGIR Conference 2005, 106-113.

35. Jun Zhu, Z.Q. Nie, J.R. Wen, B. Zhang, Wei-Ying Ma. Simultaneous record detection and attribute labeling in web data extraction. Proceedings of the 12th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining 2006, 494-503.

36. Xiaofei He, Wei-Ying Ma, Hong-Jiang Zhang. Learning an image manifold for retrieval. Proceedings of the 12th ACM International Conference on Multimedia 2004, 17-23.

37. Hao Liu, Xing Xie, Wei-Ying Ma, Hong-Jiang Zhang. Automatic browsing of large pictures on mobile devices. Proceedings of the 11th ACM International Conference on Multimedia 2003, 148-155.

38. Jinhui Yuan, F. Gao, Q. Ho, W. Dai, J. Wei, X. Zheng, E.P. Xing, Tie-Yan Liu, Wei-Ying Ma. LightLDA: Big topic models on modest computer clusters. Proceedings of the 24th International Conference on World Wide Web, 1351-1361.

39. Lei Wu, XS Hua, N Yu, Wei-Ying Ma, S. Li. Flickr distance. Proceedings of the 16th ACM International Conference on Multimedia 2008, 31-40.

40. Ming-Feng Tsai, Tie-Yan Liu, Tao Qin, Hsin-Hsi Chen, Wei-Ying Ma. Frank: a ranking method with fidelity loss. Proceedings of the 30th International ACM SIGIR Conference 2007, 389-390.

41. Patrick Baudisch, Xing Xie, Chong Wang, Wei-Ying Ma. Collapse-to-zoom: viewing web pages on small screen devices by interactively removing irrelevant content. Proceedings of the 17th annual ACM Symposium on User Interface Software and Technology, 91-94.

42. Bin Gao, Tie-Yan Liu, T. Qin, X. Zheng, Q.S. Cheng, Wei-Ying Ma. Web image clustering by consistent utilization of visual features and surrounding texts. Proceedings of the 13th ACM International Conference on Multimedia 2005, 112-121.

43. Zaiqing Nie, Y. Ma, S. Shi, Ji-Rong Wen, Wei-Ying Ma. Web object retrieval. Proceedings of the 16th International Conference on World Wide Web 2007, 81-90.

44. Wei-Ying Ma, Hong-Jiang Zhang. Benchmarking of image features for content-based retrieval. Asilomar Conference on Signals, Systems and Computers, Vol. 1, pp. 253-257, 1998

45. Jun Zhu, Zaiqing Nie, Ji-Rong Wen, Bo Zhang, Wei-Ying Ma. 2d conditional random fields for web information extraction. Proceedings of the 22nd International Conference on Machine Learning 2005, 1044-1051.

46. Ping Wu, Ji-Rong Wen, H. Liu, Wei-Ying Ma. Query selection techniques for efficient crawling of structured web sources. The 22nd International Conference on Data Engineering 2006, 47-47.

47. Bin Gao, Tie-Yan Liu, X. Zheng, Q. S. Cheng, Wei-Ying Ma. Consistent bipartite graph co-partitioning for star-structured high-order heterogeneous data co-clustering. Proceedings of the 11th ACM SIGKDD International Conference on Knowledge Discovery in Data Mining 2005, 41-50.

48. Wei-Ying Ma, I. Bedner, G. Chang, A. Kuchinsky, Hong-Jiang Zhang. Framework for adaptive content delivery in heterogeneous network environments. Multimedia Computing and Networking 2000, Vol. 3969, 86-100.

49. J. Liu, B. Wang, M. Li, Z. Li, Wei-Ying Ma, H. Lu, S. Ma. Dual cross-media relevance model for image annotation. Proceedings of the 15th ACM International Conference on Multimedia, 605-614.

50. Ruofei Zhang, Zhongfei Zhang, Mingjing Li, Wei-Ying Ma, Hong-Jiang Zhang. A probabilistic semantic model for image annotation and multimodal image retrieval. 10th IEEE International Conference on Computer Vision 2005, Vol. 1, 846-851.

51. Y. Men, Y Mao, Y Jiang, Wei-Ying Ma, Z. Lian. Controllable person image synthesis with attribute-decomposed gan. Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition 2020, 5084-5093.

52. Zaiqing Nie, Ji-Rong Wen, Wei-Ying Ma. Object-level Vertical Search. CIDR 2007, 235-246.

53. Jidong Wang, H. Zeng, Z. Chen, H. Lu, L. Tao, Wei-Ying Ma. Recom: reinforcement clustering of multi-type interrelated data objects. Proceedings of the 26th International ACM SIGIR Conference 2003, 274-281.

54. J. Xu, Tie-Yan Liu, M. Lu, H. Li, Wei-Ying Ma. Directly optimizing evaluation measures in learning to rank. Proceedings of the 31st International ACM SIGIR Conference 2008, 107-114.

55. Feng Jing, Changhu Wang, Yuhuan Yao, Kefeng Deng, Lei Zhang, Wei-Ying Ma. IGROUP: web image search results clustering. Proceedings of the 14th ACM International Conference on Multimedia 2006, 377-384.

56. Yu Zheng, L. Wang, R. Zhang, Xing Xie, Wei-Ying Ma. GeoLife: Managing and understanding your past life over maps. The Ninth International Conference on Mobile Data Management 2008, 211-212.

57. M. Zhang, L. Zhang, Y. Sun, L. Feng, Wei-Ying Ma. Auto cropping for digital photographs. IEEE International Conference on Multimedia and Expo 2005.

58. Y. Hu, Xing Xie, Wei-Ying Ma, L.T. Chia, D. Rajan. Salient region detection using weighted feature maps based on the human visual attention model. 5th Pacific Rim Conference on Multimedia 2004. Part II 5, 993-1000.

59. Xiaofei He, D. Cai, H. Liu, Wei-Ying Ma. Locality preserving indexing for document representation. Proceedings of the 27th International ACM SIGIR Conference 2004, 96-103.

60. B. Wang, Z. Li, M. Li, Wei-Ying Ma. Large-scale duplicate detection for web image search. IEEE International Conference on Multimedia and Expo 2006, 353-356.

61. X. Li, L. Chen, L. Zhang, F. Lin, Wei-Ying Ma. Image annotation by large-scale content-based image retrieval. Proceedings of the 14th ACM International Conference on Multimedia 2006, 607-610.

62. Jun Yan, N. Liu, B. Zhang, S. Yan, Z. Chen, Q. Cheng, W. Fan, Wei-Ying Ma. OCFS: optimal orthogonal centroid feature selection for text categorization. Proceedings of the 28th International ACM SIGIR Conference 2005, 122-129.

63. Xin Zheng, D. Cai, X. He, Wei-Ying Ma, X. Lin. Locality preserving clustering for image database. Proceedings of the 12th ACM International Conference on Multimedia 2005, 885-891.

64. L. Wang, C. Wang, X. Xie, J. Forman, Y. Lu, Wei-Ying Ma, Y. Li. Detecting dominant locations from search queries. Proceedings of the 28th International ACM SIGIR Conference 2005, 424-431.

65. C.S. Lee, Wei-Ying Ma, Hong-Jiang Zhang. Information embedding based on user's relevance feedback for image retrieval. SPIE Multimedia Storage and Archiving Systems 1999, IV 3846, 294-304.

66. H. Tong, J. He, M. Li, C. Zhang, Wei-Ying Ma. Graph based multi-modality learning. Proceedings of the 13th ACM International Conference on Multimedia 2005, 862-871.

67. Wei-Ying Ma, Yining Deng, B. S. Manjunath. Tools for texture-and color-based search of images. SPIE Human Vision and Electronic Imaging II 1997, Vol. 3016, 496-507.

68. C. Wang, J. Wang, X. Xie, Wei-Ying Ma. Mining geographic knowledge using location aware topic model. Proceedings of the 4th ACM Workshop on Geographical Information Retrieval 2007, 65-70.

69. T. Liu, Z. Chen, B. Zhang, Wei-Ying Ma, G. Wu. Improving text classification using local latent semantic indexing. The 4th IEEE International Conference on Data Mining 2004, 162-169.

70. R. Cai, C. Zhang, C. Wang, L. Zhang, Wei-Ying Ma. Musicsense: contextual music recommendation using emotional allocation modeling. Proceedings of the 15th ACM International Conference on Multimedia 2007, 553-556.

71. H. Wu, J. Mao, Y. Zhang, Y. Jiang, L. Li, W. Sun, Wei-Ying Ma. Unified visual-semantic embeddings: Bridging vision and language with structured meaning representations. Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition 2019, 6609-6618.

72. Rongrong Ji, X. Xie, H. Yao, Wei-Ying Ma. Mining city landmarks from blogs by graph modeling. Proceedings of the 17th ACM International Conference on Multimedia 2009, 105-114.

73. Hao Liu, X. Xie, X. Tang, Z.W. Li, Wei-Ying Ma. Effective browsing of web image search results. Proceedings of the 6th ACM SIGMM International Workshop on Multimedia 2004, 84-90.

74. Xin-Jing Wang, Wei-Ying Ma, G.R. Xue, X. Li. Multi-model similarity propagation and its application for web image retrieval. Proceedings of the 12th ACM International Conference on Multimedia 2004, 944-951.

75. G.R. Xue, H.J. Zeng, Z. Chen, Wei-Ying Ma, Hong-Jiang Zhang, C.J. Lu. Implicit link analysis for small web search. Proceedings of the 26th International ACM SIGIR Conference 2003, 56-63.

76. C. Wang, X. Xie, L. Wang, Y. Lu, Wei-Ying Ma. Detecting geographic locations from web resources. Proceedings of the Workshop on Geographic Information Retrieval 2005, 17-24.

77. Z. Chen, S. Liu, Wenyin Liu, G. Pu, Wei-Ying Ma. Building a web thesaurus from web link structure. Proceedings of the 26th International ACM SIGIR Conference 2003, 48-55.

78. J. Liu, M. Li, Wei-Ying Ma, Q. Liu, H. Lu. An adaptive graph model for automatic image annotation. Proceedings of the 8th ACM International Workshop on Multimedia Information Retrieval 2006, 61-70.

79. Tao Qin, Tie-Yan Liu, X.D. Zhang, Z. Chen, Wei-Ying Ma. A study of relevance propagation for web search. Proceedings of the 28th International ACM SIGIR Conference 2005, 408-415.

80. Xin-Jing Wang, Lei Zhang, M. Liu, Y. Li, Wei-Ying Ma. Arista-image search to annotation on billions of web photos. IEEE Computer Society Conference on Computer Vision and Pattern 2010, 2987-2994.

81. X. Xiao, X. Xie, Q. Luo, Wei-Ying Ma. Density based co-location pattern discovery. Proceedings of the 16th ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems 2008, 1-10.

82. D. Huang, S. Shi, C.Y. Lin, J. Yin, Wei-Ying Ma. How well do computers solve math word problems? large-scale dataset construction and evaluation. Proceedings of the 54th Annual Meeting of the Association for Computational Linguistics 2016, 887-896.

83. H. Wei, F. Zhang, N.J. Yuan, C. Cao, H. Fu, X. Xie, Y. Rui, Wei-Ying Ma. Beyond the words: Predicting user personality from heterogeneous information. Proceedings of the 10th ACM International Conference on Web Search and Data Mining 2017, 305-314.

84. Wensi Xi, B. Zhang, Z. Chen, Y. Lu, S. Yan, Wei-Ying Ma, EA Fox. Link fusion: a unified link analysis framework for multi-type interrelated data objects. Proceedings of the 13th International Conference on World Wide Web 2004, 319-327.

85. X. Fan, X. Xie, H.Q. Zhou, Wei-Ying Ma. Looking into video frames on small displays. Proceedings of the 11th ACM International Conference on Multimedia 2003, 247-250.

86. Bin Yu, Wei-Ying Ma, K. Nahrstedt, Hong-Jiang Zhang. Video summarization based on user log enhanced link analysis. Proceedings of the 7th ACM International Conference on Multimedia 2003, 382-391.

87. Lei Zhang, Y. Hu, M. Li, Wei-Ying Ma, Hong-Jiang Zhang. Efficient propagation for face annotation in family albums. Proceedings of the 12th Annual ACM International Conference on Multimedia 2004, 716-723.

88. Jidong Wang, Zheng Chen, Li Tao, Wei-Ying Ma, Wenyin, Liu. Ranking user's relevance to a topic through link analysis on web logs. Proceedings of the 4th International Workshop on Web Information and Data Management 2002, 49-54.

89. Hua-Jun Zeng, Xuan-Hui Wang, Zheng Chen, Hongjun Lu, Wei-Ying Ma. CBC: Clustering based text classification requiring minimal labeled data. Third IEEE International Conference on Data Mining 2003, 443-450.

90. Jiang-Ming Yang, Rui Cai, Yida Wang, Jun Zhu, Lei Zhang, Wei-Ying Ma. Incorporating site-level knowledge to extract structured data from web forums. Proceedings of the 18th International Conference on World Wide Web 2009, 181-190.

91. Xiaoguang Rui, Mingjing Li, Zhiwei Li, Wei-Ying Ma, Nenghai Yu. Bipartite graph reinforcement model for web image annotation. Proceedings of the 15th ACM International Conference on Multimedia 2003, 585-594.

92. Xin Fan, Xing Xie, Wei-Ying Ma, Hong-Jiang Zhang, H. Q. Zhou. Visual attention based image browsing on mobile devices. International Conference on Multimedia and Expo 2003, Vol. 1, 1-53.

93. Xiaofei He, Wei-Ying Ma, Oliver King, Mingjing Li, Hongjiang Zhang. Learning and inferring a semantic space from user's relevance feedback for image retrieval. Proceedings of the 10th ACM International Conference on Multimedia 2002, 343-346.

94. Xiao Zhang, Zhiwei Li, Lei Zhang, Wei-Ying Ma, Heung-Yeung Shum. Efficient indexing for large scale visual search. IEEE 12th International Conference on Computer Vision 2009, 1103-1110.

95. Lei Wu, Mingjing Li, Zhiwei Li, Wei-Ying Ma, Nenghai Yu. Visual language modeling for image classification. Proceedings of the International Workshop on Workshop on Multimedia Information Retrieval 2007, 115-124.

96. Wei-Ying Ma, Bo Shen, Jack Brassil. Content services network: the architecture and protocols. Proceedings of 6th International Workshop on Web Caching and Content Distribution 2001, Vol. 200, No.1, 89-107.

97. Xing Xie, Gengxin Miao, Ruihua Song, Ji-Rong Wen, Wei-Ying Ma. Efficient browsing of web search results on mobile devices based on block importance model. Third IEEE International Conference on Pervasive Computing and Communications 2005, 17-26.

98. Rui Cai, Chao Zhang, Lei Zhang, Wei-Ying Ma. Scalable music recommendation by search. Proceedings of the 15th ACM International Conference on Multimedia 2007, 1065-1074.

99. Qiankun Zhao, Tie-Yan Liu, Sourav S Bhowmick, Wei-Ying Ma. Event detection from evolution of click-through data. Proceedings of the 12th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining 2006, 484-493.

100. Ji-Rong Wen, Ni Lao, Wei-Ying Ma. Probabilistic model for contextual retrieval. Proceedings of the 27th International ACM SIGIR Conference 2004, 57-63.

101. Hua-Jun Zeng, Zheng Chen, Wei-Ying Ma. A unified framework for clustering heterogeneous web objects. Proceedings of the Third International Conference on Web Information Systems Engineering 2002, 161-170.

102. Yu Zheng, Lizhu Zhang, Xing Xie, Wei-Ying Ma. Mining correlation between locations using human location history. Proceedings of the 17th ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems 2009, 474-475.

103. Jim Kleban, Xing Xie, Wei-Ying Ma. Spatial pyramid mining for logo detection in natural scenes. IEEE International Conference on Multimedia and Expo 2008. 1077-1080.

104. Deng Cai, Xiaofei He, Wei-Ying Ma, Ji-Rong Wen, Hongjiang Zhang. Organizing WWW images based on the analysis of page layout and web link structure. IEEE International Conference on Multimedia and Expo 2004, Vol. 1, 113-116.

105. J. Yan, B. Zhang, S.C. Yan, Q, Yang, H. Li, Z. Chen, W. Xi, W. Fan, Wei-Ying Ma; Q.S. Cheng. IMMC: incremental maximum margin criterion. Proceedings of the 10th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining 2004, 725-730.

106. Qiankun Zhao, Steven CH Hoi, Tie-Yan Liu, S Bhowmick, M. R Lyu, Wei-Ying Ma. Time-dependent semantic similarity measure of queries using historical click-through data. Proceedings of the 15th International Conference on World Wide Web 2006, 543-552.

107. Yida Wang, J.M. Yang, W. Lai, R. Cai, Lei Zhang, Wei-Ying Ma. Exploring traversal strategy for web forum crawling. Proceedings of the 31st International ACM SIGIR Conference 2008, 459-466.

108. Ying Liu, D. Zhang, G. J. Lu, Wei-Ying Ma. Region-based image retrieval with high-level semantic color names. 11th International Multimedia Modelling Conference 2005, 180-187.

109. Ruihua Song, Haifeng Liu, Ji-Rong Wen, Wei-Ying Ma. Learning important models for web page blocks based on layout and content analysis. ACM SIGKDD Explorations Newsletter 2004, Vol. 6, No. 2, 14-23.

110. Jian-Tao Sun, Z. Chen, H. J. Zeng, Y. C. Lu, C. Y. Shi, Wei-Ying Ma. Supervised latent semantic indexing for document categorization. Fourth IEEE International Conference on Data Mining 2004, 535-538.

111. Yijuan Lu, Lei Zhang, Qi Tian, Wei-Ying Ma. What are the high-level concepts with small semantic gaps? IEEE Conference on Computer Vision and Pattern Recognition 2008.

112. Gu Xu, Wei-Ying Ma. Building implicit links from content for forum search. Proceedings of the 29th International ACM SIGIR Conference 2006, 300-307.

113. Wei-Ying Ma, B. S. Manjunath. Image indexing using a texture dictionary. Digital Image Storage and Archiving Systems 1995, Vol. 2606, 288-298.

114. Xing Xie, Hao Liu, S. Goumaz, Wei-Ying Ma. Learning user interest for image browsing on small-form-factor devices. Proceedings of the SIGCHI Conference on Human Factors in Computing Systems 2005, 671-680.

115. Feng Jing, Bo Zhang, Fuzong Lin, Wei-Ying Ma, Hong-Jiang Zhang. A novel region-based image retrieval method using relevance feedback. Proceedings of the ACM Workshop on Multimedia Information Retrieval 2001, 28-31.

116. Hanghang Tong, Mingjing Li, Hong-Jiang Zhang, Changshui Zhang, Jingrui He, Wei-Ying Ma. Learning no-reference quality metric by examples. 11th International Multimedia Modelling Conference 2005, 247-254.

117. Ning Liu, B. Zhang, J. Yan, Q. Yang, S.C. Yan, Z. Chen, F.S. Bai, Wei-Ying Ma. Learning similarity measures in non-orthogonal space. Proceedings of the 13th ACM International Conference on Information and Knowledge Management 2004, 334-341.

118. Xin-Jing Wang, Wei-Ying Ma, Qi-Cai He, Xing Li. Grouping web image search result. Proceedings of the 12th ACM International Conference on Multimedia 2004, 436-439.

119. Lei Zhang, Le Chen, Feng Jing, Kefeng Deng, Wei-Ying Ma. EnjoyPhoto: a vertical image search engine for enjoying high-quality photos. Proceedings of the 14th ACM International Conference on Multimedia 2006, 367-376.

120. Feng Jing, Lei Zhang, Wei-Ying Ma. VirtualTour: an online travel assistant based on high quality images. Proceedings of the 14th ACM International Conference on Multimedia 2006, 599-602.

近五年成果和奖项：

1. 吴文俊人工智能科学技术奖二等奖，2017年。获奖项目：“互联网信息摘要与机器写稿关键技术及应用”

2. Democratizing Content Creation and Dissemination through AI Technology, Keynote Speech, WWW 2020

3. AI for Content Curation, Keynote, MIT Technology Review’s Annual EmTech Digital Conference 2018

4. Unified Visual-Semantic Embeddings: Bridging Vision and Language with Structured Meaning Representations, CVPR 2019

5. Automatic Data Augmentation from Massive Web Images for Deep Visual Recognition, ACM Transactions on Multimedia Computing, Communications, and Applications, 2018

6. Topic aware neural response generation, AAAI 2017

7. Beyond the Words: Predicting User Personality from Heterogeneous Information, WSDM 2017

8. Dual learning for machine translation, NIPS 2016

9. Collaborative Knowledge Base Embedding for Recommender Systems, ACM SIGKDD 2016

10. How Well Do Computers Solve Math Word Problems? Large-Scale Dataset Construction and Evaluation, ACL 2016

11. Learning to Extract Conditional Knowledge for Question Answering using Dialogue, CIKM 2016

主要荣誉

• 2006年，第15届国际互联网大会（WWW）大会上的最佳海报论文奖

• 2007年，第13届国际多媒体建模会议（International Multimedia Modeling Conference）最佳论文

• 2010年，获得台湾清华大学EECS工程学院的杰出校友荣誉。

• 2014年，ACM Multimedia多媒体图像挑战挑战赛第一名 （First Place Winner in MSR-Bing Image Retrieval Challenge @ACM Multimedia 2014）

• 2016年，亚太互联网络大会（Asia-Pacific Web Conference 2016）十年最具影响力论文奖 （10 Years Most Influential Paper Award）

• 2018年7月1日，入选TOP100的产业科学家，全球排名86位