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Language-Mediated, Object-Centric Representation Learning

Dec 31, 2020
Ruocheng Wang, Jiayuan Mao, Samuel J. Gershman, Jiajun Wu

* First two authors contributed equally; last two authors contributed equally. Project page: https://lang-orl.github.io/ 

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Object-Centric Diagnosis of Visual Reasoning

Dec 21, 2020
Jianwei Yang, Jiayuan Mao, Jiajun Wu, Devi Parikh, David D. Cox, Joshua B. Tenenbaum, Chuang Gan


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Multi-Plane Program Induction with 3D Box Priors

Nov 22, 2020
Yikai Li, Jiayuan Mao, Xiuming Zhang, William T. Freeman, Joshua B. Tenenbaum, Noah Snavely, Jiajun Wu

* NeurIPS 2020. First two authors contributed equally. Project page: http://bpi.csail.mit.edu 

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Perspective Plane Program Induction from a Single Image

Jun 25, 2020
Yikai Li, Jiayuan Mao, Xiuming Zhang, William T. Freeman, Joshua B. Tenenbaum, Jiajun Wu

* CVPR 2020. First two authors contributed equally. Project page: http://p3i.csail.mit.edu/ 

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Visual Concept-Metaconcept Learning

Feb 04, 2020
Chi Han, Jiayuan Mao, Chuang Gan, Joshua B. Tenenbaum, Jiajun Wu

* NeurIPS 2019. First two authors contributed equally. Project page: http://vcml.csail.mit.edu/ 

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Program-Guided Image Manipulators

Sep 04, 2019
Jiayuan Mao, Xiuming Zhang, Yikai Li, William T. Freeman, Joshua B. Tenenbaum, Jiajun Wu

* ICCV 2019. First two authors contributed equally. Project page: http://pgim.csail.mit.edu/ 

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Neurally-Guided Structure Inference

Jun 17, 2019
Sidi Lu, Jiayuan Mao, Joshua B. Tenenbaum, Jiajun Wu

* PMLR(2019)97: 4144--4153 
* Proceedings of the 36th International Conference on Machine Learning (ICML 2019). First two authors contributed equally. Project page: http://ngsi.csail.mit.edu 

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Visually Grounded Neural Syntax Acquisition

Jun 07, 2019
Haoyue Shi, Jiayuan Mao, Kevin Gimpel, Karen Livescu

* To appear at ACL 2019 

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UniVSE: Robust Visual Semantic Embeddings via Structured Semantic Representations

Apr 28, 2019
Hao Wu, Jiayuan Mao, Yufeng Zhang, Yuning Jiang, Lei Li, Weiwei Sun, Wei-Ying Ma

* v1 is the full version which is accepted by CVPR 2019. v2 is the short version accepted by NAACL 2019 SpLU-RoboNLP workshop (in non-archival proceedings) 

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Neural Logic Machines

Apr 26, 2019
Honghua Dong, Jiayuan Mao, Tian Lin, Chong Wang, Lihong Li, Denny Zhou

* ICLR 2019. Project page: https://sites.google.com/view/neural-logic-machines 

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The Neuro-Symbolic Concept Learner: Interpreting Scenes, Words, and Sentences From Natural Supervision

Apr 26, 2019
Jiayuan Mao, Chuang Gan, Pushmeet Kohli, Joshua B. Tenenbaum, Jiajun Wu

* ICLR 2019 (Oral). Project page: http://nscl.csail.mit.edu/ 

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Unified Visual-Semantic Embeddings: Bridging Vision and Language with Structured Meaning Representations

Apr 11, 2019
Hao Wu, Jiayuan Mao, Yufeng Zhang, Yuning Jiang, Lei Li, Weiwei Sun, Wei-Ying Ma

* Accepted by CVPR 2019 

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Neural Phrase-to-Phrase Machine Translation

Nov 06, 2018
Jiangtao Feng, Lingpeng Kong, Po-Sen Huang, Chong Wang, Da Huang, Jiayuan Mao, Kan Qiao, Dengyong Zhou


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Acquisition of Localization Confidence for Accurate Object Detection

Jul 30, 2018
Borui Jiang, Ruixuan Luo, Jiayuan Mao, Tete Xiao, Yuning Jiang

* Accepted to European Conference on Computer Vision (ECCV) 2018 

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Learning Visually-Grounded Semantics from Contrastive Adversarial Samples

Jun 27, 2018
Haoyue Shi, Jiayuan Mao, Tete Xiao, Yuning Jiang, Jian Sun

* To Appear at COLING 2018 

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What Can Help Pedestrian Detection?

May 08, 2017
Jiayuan Mao, Tete Xiao, Yuning Jiang, Zhimin Cao

* Accepted to IEEE International Conference on Computer Vision and Pattern Recognition (CVPR) 2017 

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