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Network Augmentation for Tiny Deep Learning


Oct 17, 2021
Han Cai, Chuang Gan, Ji Lin, Song Han


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OPEn: An Open-ended Physics Environment for Learning Without a Task


Oct 13, 2021
Chuang Gan, Abhishek Bhandwaldar, Antonio Torralba, Joshua B. Tenenbaum, Phillip Isola

* IROS 2021. Project page: http://open.csail.mit.edu/ 

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TSM: Temporal Shift Module for Efficient and Scalable Video Understanding on Edge Device


Sep 27, 2021
Ji Lin, Chuang Gan, Kuan Wang, Song Han

* Journal preprint of arXiv:1811.08383 (TPAMI, 2020). arXiv admin note: substantial text overlap with arXiv:1910.00932 

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Self-supervised Audiovisual Representation Learning for Remote Sensing Data


Aug 02, 2021
Konrad Heidler, Lichao Mou, Di Hu, Pu Jin, Guangyao Li, Chuang Gan, Ji-Rong Wen, Xiao Xiang Zhu

* This work has been submitted to the IEEE for possible publication. Copyright may be transferred without notice, after which this version may no longer be accessible 

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Certifiably Robust Interpretation via Renyi Differential Privacy


Jul 04, 2021
Ao Liu, Xiaoyu Chen, Sijia Liu, Lirong Xia, Chuang Gan

* 19 page main text + appendix 

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Global Rhythm Style Transfer Without Text Transcriptions


Jun 16, 2021
Kaizhi Qian, Yang Zhang, Shiyu Chang, Jinjun Xiong, Chuang Gan, David Cox, Mark Hasegawa-Johnson


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Cross-Modal Attention Consistency for Video-Audio Unsupervised Learning


Jun 13, 2021
Shaobo Min, Qi Dai, Hongtao Xie, Chuang Gan, Yongdong Zhang, Jingdong Wang


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Adversarial Option-Aware Hierarchical Imitation Learning


Jun 11, 2021
Mingxuan Jing, Wenbing Huang, Fuchun Sun, Xiaojian Ma, Tao Kong, Chuang Gan, Lei Li

* accepted by ICML 2021 

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Temporal and Object Quantification Networks


Jun 10, 2021
Jiayuan Mao, Zhezheng Luo, Chuang Gan, Joshua B. Tenenbaum, Jiajun Wu, Leslie Pack Kaelbling, Tomer D. Ullman

* IJCAI 2021. First two authors contributed equally. Project page: http://toqnet.csail.mit.edu/ 

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Found a Reason for me? Weakly-supervised Grounded Visual Question Answering using Capsules


May 11, 2021
Aisha Urooj Khan, Hilde Kuehne, Kevin Duarte, Chuang Gan, Niels Lobo, Mubarak Shah

* IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2021 

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Curious Representation Learning for Embodied Intelligence


May 03, 2021
Yilun Du, Chuang Gan, Phillip Isola


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PlasticineLab: A Soft-Body Manipulation Benchmark with Differentiable Physics


Apr 07, 2021
Zhiao Huang, Yuanming Hu, Tao Du, Siyuan Zhou, Hao Su, Joshua B. Tenenbaum, Chuang Gan

* Accepted to ICLR 2021 as a spotlight presentation. Project page: http://plasticinelab.csail.mit.edu/ 

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Grounding Physical Concepts of Objects and Events Through Dynamic Visual Reasoning


Mar 30, 2021
Zhenfang Chen, Jiayuan Mao, Jiajun Wu, Kwan-Yee Kenneth Wong, Joshua B. Tenenbaum, Chuang Gan

* ICLR 2021. Project page: http://dcl.csail.mit.edu/ 

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TransCenter: Transformers with Dense Queries for Multiple-Object Tracking


Mar 28, 2021
Yihong Xu, Yutong Ban, Guillaume Delorme, Chuang Gan, Daniela Rus, Xavier Alameda-Pineda

* 16 pages, 9 figures 

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The ThreeDWorld Transport Challenge: A Visually Guided Task-and-Motion Planning Benchmark for Physically Realistic Embodied AI


Mar 25, 2021
Chuang Gan, Siyuan Zhou, Jeremy Schwartz, Seth Alter, Abhishek Bhandwaldar, Dan Gutfreund, Daniel L. K. Yamins, James J DiCarlo, Josh McDermott, Antonio Torralba, Joshua B. Tenenbaum

* Project page: http://tdw-transport.csail.mit.edu/ 

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Learning Task Decomposition with Ordered Memory Policy Network


Mar 19, 2021
Yuchen Lu, Yikang Shen, Siyuan Zhou, Aaron Courville, Joshua B. Tenenbaum, Chuang Gan


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AGENT: A Benchmark for Core Psychological Reasoning


Feb 25, 2021
Tianmin Shu, Abhishek Bhandwaldar, Chuang Gan, Kevin A. Smith, Shari Liu, Dan Gutfreund, Elizabeth Spelke, Joshua B. Tenenbaum, Tomer D. Ullman

* 12 pages, 7 figures 

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On Fast Adversarial Robustness Adaptation in Model-Agnostic Meta-Learning


Feb 20, 2021
Ren Wang, Kaidi Xu, Sijia Liu, Pin-Yu Chen, Tsui-Wei Weng, Chuang Gan, Meng Wang


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MVFNet: Multi-View Fusion Network for Efficient Video Recognition


Jan 05, 2021
Wenhao Wu, Dongliang He, Tianwei Lin, Fu Li, Chuang Gan, Errui Ding

* Accepted by AAAI2021 

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Augmenting Policy Learning with Routines Discovered from a Demonstration


Dec 24, 2020
Zelin Zhao, Chuang Gan, Jiajun Wu, Xiaoxiao Guo, Joshua B. Tenenbaum

* To appear in AAAI-21. Code is available at https://github.com/sjtuytc/-AAAI21-RoutineAugmentedPolicyLearning-RAPL

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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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Synthetic Training for Monocular Human Mesh Recovery


Oct 27, 2020
Yu Sun, Qian Bao, Wu Liu, Wenpeng Gao, Yili Fu, Chuang Gan, Tao Mei


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Interactive Fiction Game Playing as Multi-Paragraph Reading Comprehension with Reinforcement Learning


Oct 05, 2020
Xiaoxiao Guo, Mo Yu, Yupeng Gao, Chuang Gan, Murray Campbell, Shiyu Chang

* Accepted to EMNLP 2020 

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Location-aware Graph Convolutional Networks for Video Question Answering


Aug 07, 2020
Deng Huang, Peihao Chen, Runhao Zeng, Qing Du, Mingkui Tan, Chuang Gan


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Tiny Transfer Learning: Towards Memory-Efficient On-Device Learning


Jul 28, 2020
Han Cai, Chuang Gan, Ligeng Zhu, Song Han


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Noisy Agents: Self-supervised Exploration by Predicting Auditory Events


Jul 27, 2020
Chuang Gan, Xiaoyu Chen, Phillip Isola, Antonio Torralba, Joshua B. Tenenbaum

* Project page: http://noisy-agent.csail.mit.edu 

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