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        AUTHOR = "Yuan, M. and Zhang, L. and Zheng, Z. and Zhang, Y.N. and Li, X.Y.",
        TITLE = "MLink: Linking Black-Box Models From Multiple Domains for
Collaborative Inference",
        JOURNAL = PAMI,
        VOLUME = "45",
        YEAR = "2023",
        NUMBER = "10",
        MONTH = "October",
        PAGES = "12085-12097",
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@article{bb131058,
        AUTHOR = "Guo, H.Y. and Yang, N. and Wang, Z. and Fang, H.",
        TITLE = "Effects of Spatial Reference Frames, Map Dimensionality, and
Navigation Modes on Spatial Orientation Efficiency",
        JOURNAL = IJGI,
        VOLUME = "12",
        YEAR = "2023",
        NUMBER = "12",
        PAGES = "476",
        BIBSOURCE = "http://www.visionbib.com/bibliography/match595.html#TT127160"}

@article{bb131059,
        AUTHOR = "Zhu, J. and Wang, H. and He, B.",
        TITLE = "Multi-Modal Structure-Embedding Graph Transformer for Visual
Commonsense Reasoning",
        JOURNAL = MultMed,
        VOLUME = "26",
        YEAR = "2024",
        PAGES = "1295-1305",
        BIBSOURCE = "http://www.visionbib.com/bibliography/match595.html#TT127161"}

@article{bb131060,
        AUTHOR = "Zhu, J. and Wang, H. and Shi, M.J.",
        TITLE = "Multi-Modal Large Language Model Enhanced Pseudo 3D Perception
Framework for Visual Commonsense Reasoning",
        JOURNAL = CirSysVideo,
        VOLUME = "34",
        YEAR = "2024",
        NUMBER = "11",
        MONTH = "November",
        PAGES = "11682-11694",
        BIBSOURCE = "http://www.visionbib.com/bibliography/match595.html#TT127162"}

@article{bb131061,
        AUTHOR = "Peng, B. and He, W. and Chen, B. and Villavicencio, A. and Wu, C.",
        TITLE = "Multi-perspective thought navigation for source-free entity linking",
        JOURNAL = PRL,
        VOLUME = "178",
        YEAR = "2024",
        PAGES = "84-90",
        BIBSOURCE = "http://www.visionbib.com/bibliography/match595.html#TT127163"}

@article{bb131062,
        AUTHOR = "Zheng, W.B. and Yan, L. and Chen, L. and Li, Q. and Wang, F.Y.",
        TITLE = "Knowledge-Embedded Mutual Guidance for Visual Reasoning",
        JOURNAL = Cyber,
        VOLUME = "54",
        YEAR = "2024",
        NUMBER = "4",
        MONTH = "April",
        PAGES = "2579-2591",
        BIBSOURCE = "http://www.visionbib.com/bibliography/match595.html#TT127164"}

@article{bb131063,
        AUTHOR = "Chen, N.X. and Wang, X. and Sun, Q. and Li, J. and Zhang, X.L.",
        TITLE = "Paired relation feature network for spatial relation recognition",
        JOURNAL = PRL,
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        YEAR = "2024",
        PAGES = "126-132",
        BIBSOURCE = "http://www.visionbib.com/bibliography/match595.html#TT127165"}

@article{bb131064,
        AUTHOR = "He, W.T. and Ren, J.F. and Bai, R.B. and Jiang, X.D.",
        TITLE = "Two-Stage Rule-Induction Visual Reasoning on RPMs with an Application
to Video Prediction",
        JOURNAL = PR,
        VOLUME = "160",
        YEAR = "2025",
        PAGES = "111151",
        BIBSOURCE = "http://www.visionbib.com/bibliography/match595.html#TT127166"}

@article{bb131065,
        AUTHOR = "Li, T.L. and Chen, R.Y. and Duan, Y.L. and Yao, H. and Li, S.W. and Li, X.C.",
        TITLE = "HGeoKG: A Hierarchical Geographic Knowledge Graph for Geographic
Knowledge Reasoning",
        JOURNAL = IJGI,
        VOLUME = "14",
        YEAR = "2025",
        NUMBER = "1",
        PAGES = "18",
        BIBSOURCE = "http://www.visionbib.com/bibliography/match595.html#TT127167"}

@article{bb131066,
        AUTHOR = "Yuan, M.Q. and Jia, G.Y. and Bao, B.K.",
        TITLE = "Relation Inference Enhancement Network for Visual Commonsense
Reasoning",
        JOURNAL = MultMed,
        VOLUME = "27",
        YEAR = "2025",
        PAGES = "2221-2231",
        BIBSOURCE = "http://www.visionbib.com/bibliography/match595.html#TT127168"}

@article{bb131067,
        AUTHOR = "Chen, Z.F. and Dong, S.L. and Yi, K. and Li, Y.Z. and Ding, M.Y. and Torralba, A. and Tenenbaum, J.B. and Gan, C.",
        TITLE = "Compositional Physical Reasoning of Objects and Events From Videos",
        JOURNAL = PAMI,
        VOLUME = "47",
        YEAR = "2025",
        NUMBER = "9",
        MONTH = "September",
        PAGES = "7689-7703",
        BIBSOURCE = "http://www.visionbib.com/bibliography/match595.html#TT127169"}

@article{bb131068,
        AUTHOR = "Wang, Y.X. and Wei, B. and Ma, Y. and Jiang, X.D. and Ding, H.H. and Cai, Z.M. and Liu, J.",
        TITLE = "Reasoning step by step via a neural-symbolic geometry problem solver",
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        YEAR = "2026",
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        AUTHOR = "Park, J.S. and Ma, Z.X. and Li, L.J. and Zheng, C.H. and Hsieh, C.Y. and Lu, X.M. and Chandu, K. and Kong, Q. and Kobori, N. and Farhadi, A. and Choi, Y. and Krishna, R.",
        TITLE = "Synthetic Visual Genome",
        BOOKTITLE = CVPR25,
        YEAR = "2025",
        PAGES = "9073-9086",
        BIBSOURCE = "http://www.visionbib.com/bibliography/match595.html#TT127171"}

@inproceedings{bb131070,
        AUTHOR = "Spitznagel, M. and Vaillant, J. and Keuper, J.",
        TITLE = "PhysicsGen: Can Generative Models Learn from Images to Predict
Complex Physical Relations?",
        BOOKTITLE = CVPR25,
        YEAR = "2025",
        PAGES = "11125-11134",
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@inproceedings{bb131071,
        AUTHOR = "Garcia, A.C. and Warchocki, J. and van Gemert, J. and Brinks, D. and Tomen, N.",
        TITLE = "Learning Physics From Video: Unsupervised Physical Parameter
Estimation for Continuous Dynamical Systems",
        BOOKTITLE = CVPR25,
        YEAR = "2025",
        PAGES = "27924-27933",
        BIBSOURCE = "http://www.visionbib.com/bibliography/match595.html#TT127173"}

@inproceedings{bb131072,
        AUTHOR = "Marsili, D. and Agrawal, R. and Yue, Y.S. and Gkioxari, G.",
        TITLE = "Visual Agentic AI for Spatial Reasoning with a Dynamic API",
        BOOKTITLE = CVPR25,
        YEAR = "2025",
        PAGES = "19446-19455",
        BIBSOURCE = "http://www.visionbib.com/bibliography/match595.html#TT127174"}

@inproceedings{bb131073,
        AUTHOR = "Wang, P. and Li, Z.Z. and Yin, F. and Ran, D. and Liu, C.L.",
        TITLE = "Mv-Math: Evaluating Multimodal Math Reasoning in Multi-Visual
Contexts",
        BOOKTITLE = CVPR25,
        YEAR = "2025",
        PAGES = "19541-19551",
        BIBSOURCE = "http://www.visionbib.com/bibliography/match595.html#TT127175"}

@inproceedings{bb131074,
        AUTHOR = "Xu, O. and Li, T. and Giacaman, N. and Wang, Z.X. and Wunsche, B.C.",
        TITLE = "Design and Validation of Procedurally Generated Personalised Spatial
Reasoning Tests",
        BOOKTITLE = IVCNZ24,
        YEAR = "2024",
        PAGES = "1-6",
        BIBSOURCE = "http://www.visionbib.com/bibliography/match595.html#TT127176"}

@inproceedings{bb131075,
        AUTHOR = "Zhang, M.Y. and Cai, J. and Liu, M.Y. and Xu, Y. and Lu, C. and Li, Y.L.",
        TITLE = "Take a Step Back: Rethinking the Two Stages in Visual Reasoning",
        BOOKTITLE = ECCV24,
        YEAR = "2024",
        PAGES = "XLIII: 124-141",
        BIBSOURCE = "http://www.visionbib.com/bibliography/match595.html#TT127177"}

@inproceedings{bb131076,
        AUTHOR = "Tan, C. and Wei, J.X. and Gao, Z.Y. and Sun, L.Z. and Li, S.Y. and Guo, R.F. and Yu, B. and Li, S.Z.",
        TITLE = "Boosting the Power of Small Multimodal Reasoning Models to Match Larger
Models with Self-consistency Training",
        BOOKTITLE = ECCV24,
        YEAR = "2024",
        PAGES = "XL: 305-322",
        BIBSOURCE = "http://www.visionbib.com/bibliography/match595.html#TT127178"}

@inproceedings{bb131077,
        AUTHOR = "Zhang, Y.F. and Chen, S. and Zhao, Q.",
        TITLE = "Toward Multi-Granularity Decision-Making:
Explicit Visual Reasoning with Hierarchical Knowledge",
        BOOKTITLE = ICCV23,
        YEAR = "2023",
        PAGES = "2573-2583",
        BIBSOURCE = "http://www.visionbib.com/bibliography/match595.html#TT127179"}

@inproceedings{bb131078,
        AUTHOR = "Suris, D. and Menon, S. and Vondrick, C.",
        TITLE = "ViperGPT: Visual Inference via Python Execution for Reasoning",
        BOOKTITLE = ICCV23,
        YEAR = "2023",
        PAGES = "11854-11864",
        BIBSOURCE = "http://www.visionbib.com/bibliography/match595.html#TT127180"}

@inproceedings{bb131079,
        AUTHOR = "Li, L.L. and Wang, W.G. and Yi, Y.",
        TITLE = "LogicSeg:
Parsing Visual Semantics with Neural Logic Learning and Reasoning",
        BOOKTITLE = ICCV23,
        YEAR = "2023",
        PAGES = "4099-4110",
        BIBSOURCE = "http://www.visionbib.com/bibliography/match595.html#TT127181"}

@inproceedings{bb131080,
        AUTHOR = "Tang, Q. and Zhu, X.Y. and Lei, Z. and Zhang, Z.X.",
        TITLE = "Intrinsic Physical Concepts Discovery with Object-Centric Predictive
Models",
        BOOKTITLE = CVPR23,
        YEAR = "2023",
        PAGES = "23252-23261",
        BIBSOURCE = "http://www.visionbib.com/bibliography/match595.html#TT127182"}

@inproceedings{bb131081,
        AUTHOR = "Camposampiero, G. and Houmard, L. and Estermann, B. and Mathys, J. and Wattenhofer, R.",
        TITLE = "Abstract Visual Reasoning Enabled by Language",
        BOOKTITLE = NFVLR23,
        YEAR = "2023",
        PAGES = "2643-2647",
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@inproceedings{bb131082,
        AUTHOR = "Xue, H.T. and Torralba, A. and Tenenbaum, J. and Yamins, D. and Li, Y.Z. and Tung, H.Y.",
        TITLE = "3D-IntPhys: Towards More Generalized 3D-grounded Visual Intuitive
Physics under Challenging Scenes",
        BOOKTITLE = Precognition23,
        YEAR = "2023",
        PAGES = "3625-3635",
        BIBSOURCE = "http://www.visionbib.com/bibliography/match595.html#TT127184"}

@inproceedings{bb131083,
        AUTHOR = "Gupta, T. and Kembhavi, A.",
        TITLE = "Visual Programming: Compositional visual reasoning without training",
        BOOKTITLE = CVPR23,
        YEAR = "2023",
        PAGES = "14953-14962",
        BIBSOURCE = "http://www.visionbib.com/bibliography/match595.html#TT127185"}

@inproceedings{bb131084,
        AUTHOR = "Spratley, S. and Ehinger, K.A. and Miller, T.",
        TITLE = "Unicode Analogies: An Anti-Objectivist Visual Reasoning Challenge",
        BOOKTITLE = CVPR23,
        YEAR = "2023",
        PAGES = "19082-19091",
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@inproceedings{bb131085,
        AUTHOR = "Khajuria, T. and Tulver, K. and Luik, T. and Aru, J.",
        TITLE = "Constellations:
A novel dataset for studying iterative inference in humans and AI",
        BOOKTITLE = SketchDL22,
        YEAR = "2022",
        PAGES = "5138-5148",
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@inproceedings{bb131086,
        AUTHOR = "Zheng, S.P. and Chen, S.Z. and Jin, Q.",
        TITLE = "VRDFormer: End-to-End Video Visual Relation Detection with
Transformers",
        BOOKTITLE = CVPR22,
        YEAR = "2022",
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@inproceedings{bb131087,
        AUTHOR = "Yu, D.R. and Yang, B. and Wei, Q.H. and Li, A. and Pan, S.R.",
        TITLE = "A Probabilistic Graphical Model Based on Neural-symbolic Reasoning
for Visual Relationship Detection",
        BOOKTITLE = CVPR22,
        YEAR = "2022",
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@inproceedings{bb131088,
        AUTHOR = "Cai, S.F. and Li, L. and Han, X.Z. and Luo, J.B. and Zha, Z.J. and Huang, Q.M.",
        TITLE = "Automatic Relation-aware Graph Network Proliferation",
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        YEAR = "2022",
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@inproceedings{bb131089,
        AUTHOR = "Goel, A. and Fernando, B. and Keller, F. and Bilen, H.",
        TITLE = "Not All Relations are Equal: Mining Informative Labels for Scene
Graph Generation",
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        PAGES = "15575-15585",
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@inproceedings{bb131090,
        AUTHOR = "Messina, N. and Amato, G. and Carrara, F. and Gennaro, C. and Falchi, F.",
        TITLE = "Recurrent Vision Transformer for Solving Visual Reasoning Problems",
        BOOKTITLE = CIAP22,
        YEAR = "2022",
        PAGES = "III:50-61",
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@inproceedings{bb131091,
        AUTHOR = "Zhao, Z.X. and Jin, Y.M. and Heng, P.A.",
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        BOOKTITLE = ICCV21,
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@inproceedings{bb131092,
        AUTHOR = "Wang, Z.H. and Wang, K. and Yu, M. and Xiong, J.J. and Hwu, W.M. and Hasegawa Johnson, M. and Shi, H.",
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        BOOKTITLE = ICCV21,
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@inproceedings{bb131093,
        AUTHOR = "Zhang, C. and Jia, B.X. and Edmonds, M. and Zhu, S.C. and Zhu, Y.X.",
        TITLE = "ACRE: Abstract Causal REasoning Beyond Covariation",
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@inproceedings{bb131094,
        AUTHOR = "Liu, P.R. and Tian, L. and Zhang, Y. and Aylward, S. and Lee, Y. and Niethammer, M.",
        TITLE = "Discovering Hidden Physics Behind Transport Dynamics",
        BOOKTITLE = CVPR21,
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@inproceedings{bb131095,
        AUTHOR = "Zhang, C. and Jia, B.X. and Zhu, S.C. and Zhu, Y.X.",
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@inproceedings{bb131096,
        AUTHOR = "Grunde McLaughlin, M. and Krishna, R. and Agrawala, M.",
        TITLE = "AGQA: A Benchmark for Compositional Spatio-Temporal Reasoning",
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@inproceedings{bb131097,
        AUTHOR = "Benny, Y. and Pekar, N. and Wolf, L.B.",
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@inproceedings{bb131098,
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        YEAR = "2021",
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@inproceedings{bb131099,
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