📝 发表论文
†：通讯作者
📊 已发表20篇论文，其中第一/通讯作者13篇，第一/通讯作者CCF-A类论文7篇
📅 2026
- LogicGraph: Benchmarking Multi-Path Logical Reasoning via Neuro-Symbolic Generation and Verification, Yanrui Wu, Lingling Zhang, Xinyu Zhang, Jiayu Chang, Pengyu Li, Xu Jiang, Jingtao Hu, Jun Liu, EMNLP 2026 (CCF-B)
- 面向示意图问答的前瞻性多视角视觉推理框架, 张新宇, 吴艳瑞, 张玲玲, 董宇轩, 杨泽晟, 武亚强, 郑庆华, 自动化学报 2026 (CCF-A)
- Dual-Cluster Memory Agent: Resolving Multi-Paradigm Ambiguity in Optimization Problem Solving, Xinyu Zhang, Yuchen Wan, Boxuan Zhang, Zesheng Yang, Lingling Zhang, Bifan Wei, Jun Liu, ACL 2026 (CCF-A, Oral, ~2%)
- OptiVerse: A Comprehensive Benchmark towards Optimization Problem Solving, Xinyu Zhang, Boxuan Zhang, Yuchen Wan, Lingling Zhang, YiXing Yao, Bifan Wei, Yaqiang Wu, Jun Liu, ACL 2026 Findings
- PhysPRM: A Generative Process Reward Model with Fine-grained Diagnosis for Physics Problem Solving, Yuxuan Dong, Xinyu Zhang†, Lingling Zhang, Han Lai, Pengyu Li, Bifan Wei, Yaqiang Wu, Jun Liu, ACL 2026 Findings
- Beyond Layer-Wise Merging: Chain-of-Merging for Vision-Language Models, Xinyu Zhang, Yuxuan Dong, Lingling Zhang, Chengyou Jia, Zhuohang Dang, YiXing Yao, Yaqiang Wu, Basura Fernando, Jun Liu, CVPR 2026 (CCF-A)
- Correspondence Coverage Matters for Multi-Modal Dataset Distillation, Zhuohang Dang, Minnan Luo, Chengyou Jia, Hangwei Qian, Xinyu Zhang, Xiaojun Chang, Ivor Tsang, AAAI 2026 (CCF-A)
- Encode Geometric Diagram as Geo-Graph in Geometry Problem Solving, Wenjun Wu, Lingling Zhang, Bo Zhao, Bo Li, Xinyu Zhang, Yanrui Wu, AAAI 2026 (CCF-A)
📅 2025
- Memory-Enriched Thought-by-Thought Framework for Complex Diagram Question Answering, Xinyu Zhang, Lingling Zhang, Yanrui Wu, Shaowei Wang, Wenjun Wu, Muye Huang, Qianying Wang and Jun Liu, CVIU 2025 (CCF-B)
- CoFFT: Chain of Foresight-Focus Thought for Visual Language Models, Xinyu Zhang, Yuxuan Dong, Lingling Zhang, Chengyou Jia, Zhuohang Dang, Basura Fernando, Jun Liu, Mike Zheng Shou, NeurIPS 2025 (CCF-A)
- Diagram-driven course questions generation, Xinyu Zhang, Lingling Zhang, Yanrui Wu, Muye Huang, Wenjun Wu, Bo Li, Shaowei Wang, Basura Fernando, Jun Liu, EMNLP 2025 (CCF-B)
- Cognitive Predictive Coding Network: Rethinking the Generalization in Raven’s Progressive Matrices, Xinyu Zhang, Lingling Zhang, Yanrui Wu, Muye Huang, Jun Liu, ACM MM 2025 (CCF-A)
- PhysReason: A Comprehensive Benchmark towards Physics-Based Reasoning, Xinyu Zhang, Yuxuan Dong, Yanrui Wu, Jiaxing Huang, Chengyou Jia, Basura Fernando, Mike Zheng Shou, Lingling Zhang, Jun Liu, ACL 2025 (CCF-A)
- Evochart: A Benchmark and a Self-Training Approach towards Real-World Chart Understanding, Muye Huang, Han Lai, Xinyu Zhang, Wenjun Wu, Jie Ma, Lingling Zhang, Jun Liu, AAAI 2025 (CCF-A)
- VProChart: Answering Chart Question through Visual Perception Alignment Agent and Programmatic Solution Reasoning, Muye Huang, Lingling Zhang, Han Lai, Wenjun Wu, Xinyu Zhang, Jun Liu, AAAI 2025 (CCF-A)
📅 2024
- Cog-DQA: Chain-of-Guiding Learning with Large Language Models for Diagram Question Answering, Shaowei Wang, Lingling Zhang, Longji Zhu, Tao Qin, Kim-Hui Yap, Xinyu Zhang, Jun Liu, CVPR 2024 (CCF-A)
- Alignment Relation is What You Need for Diagram Parsing, Xinyu Zhang, Lingling Zhang, Xin Hu, Jun Liu, Shaowei Wang, Qianying Wang, IEEE TIP 2024 (CCF-A)
- Alignment-Guided Self-Supervised Learning for Diagram Question Answering, Shaowei Wang, Lingling Zhang, Wenjun Wu, Tao Qin, Xinyu Zhang, Jun Liu, IEEE TMM 2024 (CCF-A)
📅 2023
- RPMG-FSS: Robust Prior Mask Guided Few-Shot Semantic Segmentation, Lingling Zhang, Xinyu Zhang†, Qianying Wang, Wenjun Wu, Xiaojun Chang, Jun Liu, IEEE TCSVT 2023 (CCF-B)
- Diagram Visual Grounding: Learning to See with Gestalt-Perceptual Attention, Xin Hu, Lingling Zhang, Jun Liu, Xinyu Zhang, Wenjun Wu, Qianying Wang, IJCAI 2023 (CCF-B)
📝 Publications
†: Corresponding Author
📊 Published 20 papers, including 13 as first/corresponding author; 7 first/corresponding-author CCF-A and 13 CCF-A papers in total.
📅 2026
- LogicGraph: Benchmarking Multi-Path Logical Reasoning via Neuro-Symbolic Generation and Verification, Yanrui Wu, Lingling Zhang, Xinyu Zhang, Jiayu Chang, Pengyu Li, Xu Jiang, Jingtao Hu, Jun Liu, EMNLP 2026 (CCF-B)
- Towards Proactive Multi-Perspective Visual Reasoning for Diagram Question Answering, Xinyu Zhang, Yanrui Wu, Lingling Zhang, Yuxuan Dong, Zesheng Yang, Yaqiang Wu, Qinghua Zheng, Acta Automatica Sinica 2026 (CCF-A)
- Dual-Cluster Memory Agent: Resolving Multi-Paradigm Ambiguity in Optimization Problem Solving, Xinyu Zhang, Yuchen Wan, Boxuan Zhang, Zesheng Yang, Lingling Zhang, Bifan Wei, Jun Liu, ACL 2026 (CCF-A, Oral, ~2%)
- OptiVerse: A Comprehensive Benchmark towards Optimization Problem Solving, Xinyu Zhang, Boxuan Zhang, Yuchen Wan, Lingling Zhang, YiXing Yao, Bifan Wei, Yaqiang Wu, Jun Liu, ACL 2026 Findings
- PhysPRM: A Generative Process Reward Model with Fine-grained Diagnosis for Physics Problem Solving, Yuxuan Dong, Xinyu Zhang†, Lingling Zhang, Han Lai, Pengyu Li, Bifan Wei, Yaqiang Wu, Jun Liu, ACL 2026 Findings
- Beyond Layer-Wise Merging: Chain-of-Merging for Vision-Language Models, Xinyu Zhang, Yuxuan Dong, Lingling Zhang, Chengyou Jia, Zhuohang Dang, YiXing Yao, Yaqiang Wu, Basura Fernando, Jun Liu, CVPR 2026 (CCF-A)
- Correspondence Coverage Matters for Multi-Modal Dataset Distillation, Zhuohang Dang, Minnan Luo, Chengyou Jia, Hangwei Qian, Xinyu Zhang, Xiaojun Chang, Ivor Tsang, AAAI 2026 (CCF-A)
- Encode Geometric Diagram as Geo-Graph in Geometry Problem Solving, Wenjun Wu, Lingling Zhang, Bo Zhao, Bo Li, Xinyu Zhang, Yanrui Wu, AAAI 2026 (CCF-A)
📅 2025
- Memory-Enriched Thought-by-Thought Framework for Complex Diagram Question Answering, Xinyu Zhang, Lingling Zhang, Yanrui Wu, Shaowei Wang, Wenjun Wu, Muye Huang, Qianying Wang and Jun Liu, CVIU 2025 (CCF-B)
- CoFFT: Chain of Foresight-Focus Thought for Visual Language Models, Xinyu Zhang, Yuxuan Dong, Lingling Zhang, Chengyou Jia, Zhuohang Dang, Basura Fernando, Jun Liu, Mike Zheng Shou, NeurIPS 2025 (CCF-A)
- Diagram-driven course questions generation, Xinyu Zhang, Lingling Zhang, Yanrui Wu, Muye Huang, Wenjun Wu, Bo Li, Shaowei Wang, Basura Fernando, Jun Liu, EMNLP 2025 (CCF-B)
- Cognitive Predictive Coding Network: Rethinking the Generalization in Raven’s Progressive Matrices, Xinyu Zhang, Lingling Zhang, Yanrui Wu, Muye Huang, Jun Liu, ACM MM 2025 (CCF-A)
- PhysReason: A Comprehensive Benchmark towards Physics-Based Reasoning, Xinyu Zhang, Yuxuan Dong, Yanrui Wu, Jiaxing Huang, Chengyou Jia, Basura Fernando, Mike Zheng Shou, Lingling Zhang, Jun Liu, ACL 2025 (CCF-A)
- Evochart: A Benchmark and a Self-Training Approach towards Real-World Chart Understanding, Muye Huang, Han Lai, Xinyu Zhang, Wenjun Wu, Jie Ma, Lingling Zhang, Jun Liu, AAAI 2025 (CCF-A)
- VProChart: Answering Chart Question through Visual Perception Alignment Agent and Programmatic Solution Reasoning, Muye Huang, Lingling Zhang, Han Lai, Wenjun Wu, Xinyu Zhang, Jun Liu, AAAI 2025 (CCF-A)
📅 2024
- Cog-DQA: Chain-of-Guiding Learning with Large Language Models for Diagram Question Answering, Shaowei Wang, Lingling Zhang, Longji Zhu, Tao Qin, Kim-Hui Yap, Xinyu Zhang, Jun Liu, CVPR 2024 (CCF-A)
- Alignment Relation is What You Need for Diagram Parsing, Xinyu Zhang, Lingling Zhang, Xin Hu, Jun Liu, Shaowei Wang, Qianying Wang, IEEE TIP 2024 (CCF-A)
- Alignment-Guided Self-Supervised Learning for Diagram Question Answering, Shaowei Wang, Lingling Zhang, Wenjun Wu, Tao Qin, Xinyu Zhang, Jun Liu, IEEE TMM 2024 (CCF-A)
📅 2023
- RPMG-FSS: Robust Prior Mask Guided Few-Shot Semantic Segmentation, Lingling Zhang, Xinyu Zhang†, Qianying Wang, Wenjun Wu, Xiaojun Chang, Jun Liu, IEEE TCSVT 2023 (CCF-B)
- Diagram Visual Grounding: Learning to See with Gestalt-Perceptual Attention, Xin Hu, Lingling Zhang, Jun Liu, Xinyu Zhang, Wenjun Wu, Qianying Wang, IJCAI 2023 (CCF-B)
