Sun Haoliang
Associate Professor
山东省高层次青年人才(泰山学者青年专家)，现任副研究员，硕士生导师。本博毕业于山东大学，博士期间赴加拿大、美国联合培养，曾在阿联酋起源人工智能研究院实习。 研究方向概率机器学习及受限条件下的鲁棒机器学习算法，即研究利用概率模型建模机器学习中的不确定性，推断出多种可能性及相应概率分布，以达到鲁棒可信学习目标；近期关注人机互补学习(Learning to Defer)、大模型、具身智能。 已在顶级期刊和会议上发表论文20余篇，包括IEEE TPAMI、IJCV、ML... More+
Scientific Research
Working-Papers
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Paper Publications
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李方凯. Cross-graph meta matching correction for noisy graph matching. COMPUTER VISION AND IMAGE UNDERSTANDING, 259, 2025.
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王任. SeqMvRL: A Sequential Fusion Framework for Multi-view Representation Learning. Proceedings of the Computer Vision and Pattern Recognition Conference, 2025.
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牟文芊. GeM: Gaussian embeddings with Multi-hop graph transfer for next POI recommendation. NEURAL NETWORKS, 2025.
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余飘. Enhancing origin–destination flow prediction via bi-directional spatio-temporal inference and interconnected feature evolution. Expert Systems with Applications, 2025.
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安洋. Spatio-Temporal Multivariate Probabilistic Modeling for Traffic Prediction. TKDE, 2025.
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Haoliang Sun et al.. Variational Rectification Inference for Learning with Noisy Labels. INTERNATIONAL JOURNAL OF COMPUTER VISION, 2024.
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杜英军等 and 孙皓亮. MetaKernel: Learning Variational Random Features with Limited Labels. T-PAMI, 2025.
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魏琦等. Learning Sample-Aware Threshold for Semi-Supervised Learning. MACHINE LEARNING, 113, 5423, 2024.
Patents
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Research Projects
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面向公路工程的文档自动生成技术研究 , 2025-08-06 -2026-02-05
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公路工程三维智能设计关键技术研究项目大模型训练与二次开发技术服务 , 2025-08-06 -2026-02-05
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开放场景下大规模时空数据协同分析理论和方法研究 , 2024-11-01 -2027-12-31
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（包干项目）开放环境下的人机互补学习算法研究 , 2025-01-01 -2027-12-31
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电液伺服系统软件研制 , 2024-11-05 -2025-09-30
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基于达梦数据库软件的知识库存储与检索技术 , 2024-10-01 -2025-10-30
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开放复杂条件下的“地-空”一体化海洋环保监测技术研究 , 2024-09-01 -2026-08-31
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动静态交通协同治理关键技术研究与应用 , 2024-03-01 -2026-03-31
Research Team
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