---
title: "Song-Chun Zhu — all works — Elamur Research"
description: "All 30 works of Song-Chun Zhu in the Elamur Research library, the most cited first: our summaries where we have them, else the original."
canonical: "https://research.elamur.ai/free/en/authors/song-chun-zhu/works/"
---
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# Song-Chun Zhu — all works

30 works · [← Song-Chun Zhu](https://md.research.elamur.ai/free/en/authors/song-chun-zhu/)

1. **[Learn to Explain: Multimodal Reasoning Via Thought Chains for Science Question Answering ↗](https://doi.org/10.52202/068431-0182) neural information processing systems · no summary yet**Pan Lu et al.*2022 · 943 citations*
2. **[Chameleon: Plug-and-Play Compositional Reasoning with Large Language Models](https://md.research.elamur.ai/free/en/papers/lu-2023-chameleon-plug-play-compositional-reasoning/) [Conference on Neural Information Processing Systems (NeurIPS)](https://md.research.elamur.ai/free/en/venues/neural-information-processing-systems/)**Pan Lu, Baolin Peng, Hao Cheng, et al.*2023 · 327 citations*
3. **[RAVEN: A Dataset for Relational and Analogical Visual REasoNing ↗](https://doi.org/10.1109/cvpr.2019.00546) IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings - IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings · no summary yet**Chi Zhang et al.*2019 · 231 citations*
4. [**Dynamic Prompt Learning via Policy Gradient for Semi-structured Mathematical Reasoning arXiv:2209.14610**Pan Lu, Liang Qiu, Kai-Wei Chang, et al.*2022 · 219 citations*](https://md.research.elamur.ai/free/en/papers/lu-2022-dynamic-prompt-learning-policy-gradient/)
5. **[Spatio-temporal Self-Supervised Representation Learning for 3D Point Clouds ↗](https://doi.org/10.1109/iccv48922.2021.00647) IEEE/CVF International Conference on Computer Vision (ICCV) · no summary yet**Siyuan Huang et al.*2021 · 194 citations*
6. **[CERN: Confidence-Energy Recurrent Network for Group Activity Recognition ↗](https://doi.org/10.1109/cvpr.2017.453) IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings - IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings · no summary yet**Tianmin Shu, Siniša Todorović, Song Chun Zhu*2017 · 193 citations*
7. **[Joint action recognition and pose estimation from video ↗](https://doi.org/10.1109/cvpr.2015.7298734) IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings - IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings · no summary yet**Bruce Xiaohan Nie, Caiming Xiong, Song Chun Zhu*2015 · 193 citations*
8. **[Diffusion-based Generation, Optimization, and Planning in 3D Scenes ↗](https://doi.org/10.1109/cvpr52729.2023.01607) IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings - IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings · no summary yet**Siyuan Huang et al.*2023 · 192 citations*
9. **[DenseRaC: Joint 3D Pose and Shape Estimation by Dense Render-and-Compare ↗](https://doi.org/10.1109/iccv.2019.00785) IEEE/CVF International Conference on Computer Vision (ICCV) · no summary yet**Yuanlu Xu, Song Chun Zhu, Tony Tung*2019 · 186 citations*
10. **[Evaluating and Inducing Personality in Pre-trained Language Models ↗](https://arxiv.org/abs/2206.07550) arXiv:2206.07550 · no summary yet**Guangyuan Jiang et al.*2022 · 168 citations*
11. **[Multi-view People Tracking via Hierarchical Trajectory Composition ↗](https://doi.org/10.1109/cvpr.2016.461) IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings - IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings · no summary yet**Yuanlu Xu et al.*2016 · 168 citations*
12. **[Understanding tools: Task-oriented object modeling, learning and recognition ↗](https://doi.org/10.1109/cvpr.2015.7298903) IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings - IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings · no summary yet**Yixin Zhu, Yibiao Zhao, Song Chun Zhu*2015 · 146 citations*
13. [**Inter-GPS: Interpretable Geometry Problem Solving with Formal Language and Symbolic Reasoning arXiv:2105.04165**Pan Lu, Ran Gong, Shibiao Jiang, et al.*2021 · 139 citations*](https://md.research.elamur.ai/free/en/papers/lu-2021-inter-gps-interpretable-geometry-problem/)
14. **[Scene Parsing by Integrating Function, Geometry and Appearance Models ↗](https://doi.org/10.1109/cvpr.2013.401) IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings - IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings · no summary yet**Yibiao Zhao, Song Chun Zhu*2013 · 139 citations*
15. **[Beyond Point Clouds: Scene Understanding by Reasoning Geometry and Physics ↗](https://doi.org/10.1109/cvpr.2013.402) IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings - IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings · no summary yet**Bo Zheng et al.*2013 · 109 citations*
16. **[IconQA: A New Benchmark for Abstract Diagram Understanding and Visual Language Reasoning ↗](https://arxiv.org/abs/2110.13214) arXiv:2110.13214 · no summary yet**Pan Lu et al.*2021 · 103 citations*
17. **[Inferring Forces and Learning Human Utilities from Videos ↗](https://doi.org/10.1109/cvpr.2016.415) IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings - IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings · no summary yet**Yixin Zhu et al.*2016 · 79 citations*
18. **[Cross-View People Tracking by Scene-Centered Spatio-Temporal Parsing ↗](https://doi.org/10.1609/aaai.v31i1.11190) Proceedings of the AAAI Conference on Artificial Intelligence · no summary yet**Yuanlu Xu et al.*2017 · 69 citations*
19. **[CoCoX: Generating Conceptual and Counterfactual Explanations via Fault-Lines ↗](https://doi.org/10.1609/aaai.v34i03.5643) Proceedings of the AAAI Conference on Artificial Intelligence · no summary yet**Arjun Akula, Shuai Wang, Song Chun Zhu*2020 · 67 citations*
20. **[Learning by Fixing: Solving Math Word Problems with Weak Supervision ↗](https://doi.org/10.1609/aaai.v35i6.16629) AAAI 2021 (arXiv 2012.10582) · no summary yet**Yining Hong et al.*2012 · 65 citations*
21. **[Discriminatively Trained And-Or Tree Models for Object Detection ↗](https://doi.org/10.1109/cvpr.2013.421) IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings - IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings · no summary yet**Xi Song et al.*2013 · 58 citations*
22. [**Large Language Models are In-Context Semantic Reasoners rather than Symbolic Reasoners arXiv:2305.14825**Xiaojuan Tang, Zilong Zheng, Jiaqi Li, et al.*2023 · 52 citations*](https://md.research.elamur.ai/free/en/papers/tang-2023-large-language-models-context-semantic/)
23. **[Learning And-Or Model to Represent Context and Occlusion for Car Detection and Viewpoint Estimation ↗](https://doi.org/10.1109/tpami.2015.2497699) IEEE Transactions on Pattern Analysis and Machine Intelligence · no summary yet**Tianfu Wu, Bo Hu Li, Song Chun Zhu*2015 · 50 citations*
24. [**GRICE: A Grammar-based Dataset for Recovering Implicature and Conversational rEasoning**Zilong Zheng, Shuwen Qiu, Lifeng Fan, et al.*English · 36 citations*](https://md.research.elamur.ai/free/en/papers/zheng-2021-grice-grammar-based-dataset-recovering/)
25. **[INTERPRET: Interactive Predicate Learning from Language Feedback for Generalizable Task Planning ↗](https://doi.org/10.15607/rss.2024.xx.034) arXiv:2405.19758 · no summary yet**Muzhi Han et al.*2024 · 17 citations*
26. **[DiPlomat: A Dialogue Dataset for Situated Pragmatic Reasoning](https://md.research.elamur.ai/free/en/papers/li-2023-diplomat-dialogue-dataset-situated-pragmatic/) [Conference on Neural Information Processing Systems (NeurIPS)](https://md.research.elamur.ai/free/en/venues/neural-information-processing-systems/)**Hengli Li, Song-Chun Zhu, Zilong Zheng*2023 · 15 citations*
27. **[Proposing and solving olympiad geometry with guided tree search ↗](https://arxiv.org/abs/2412.10673) arXiv:2412.10673 · no summary yet**Chi Zhang et al.*2024 · 8 citations*
28. **[RelViT: Concept-guided Vision Transformer for Visual Relational Reasoning ↗](https://arxiv.org/abs/2204.11167) CaltechAUTHORS (California Institute of Technology) · no summary yet**Ma, Xiaojian et al.*2022 · 7 citations*
29. **[v-HUB: A Benchmark for Video Humor Understanding from Vision and Sound](https://md.research.elamur.ai/free/en/papers/shi-2026-v-hub-benchmark-video-humor/) [Annual Meeting of the Association for Computational Linguistics (ACL)](https://md.research.elamur.ai/free/en/venues/acl/)**Zhengpeng Shi, Yanpeng Zhao, Jianqun Zhou, et al.*2026*
30. **[JurisBench: A Deep Benchmark for Assessing Large Language Models in Professional Legal Practice ↗](https://aclanthology.org/2026.acl-long.1666/) Proceedings of the 64th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) · no summary yet**Ziang Chen et al.*2026*