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On the Opportunities and Risks of Foundation Models


Aug 18, 2021
Rishi Bommasani, Drew A. Hudson, Ehsan Adeli, Russ Altman, Simran Arora, Sydney von Arx, Michael S. Bernstein, Jeannette Bohg, Antoine Bosselut, Emma Brunskill, Erik Brynjolfsson, Shyamal Buch, Dallas Card, Rodrigo Castellon, Niladri Chatterji, Annie Chen, Kathleen Creel, Jared Quincy Davis, Dora Demszky, Chris Donahue, Moussa Doumbouya, Esin Durmus, Stefano Ermon, John Etchemendy, Kawin Ethayarajh, Li Fei-Fei, Chelsea Finn, Trevor Gale, Lauren Gillespie, Karan Goel, Noah Goodman, Shelby Grossman, Neel Guha, Tatsunori Hashimoto, Peter Henderson, John Hewitt, Daniel E. Ho, Jenny Hong, Kyle Hsu, Jing Huang, Thomas Icard, Saahil Jain, Dan Jurafsky, Pratyusha Kalluri, Siddharth Karamcheti, Geoff Keeling, Fereshte Khani, Omar Khattab, Pang Wei Kohd, Mark Krass, Ranjay Krishna, Rohith Kuditipudi, Ananya Kumar, Faisal Ladhak, Mina Lee, Tony Lee, Jure Leskovec, Isabelle Levent, Xiang Lisa Li, Xuechen Li, Tengyu Ma, Ali Malik, Christopher D. Manning, Suvir Mirchandani, Eric Mitchell, Zanele Munyikwa, Suraj Nair, Avanika Narayan, Deepak Narayanan, Ben Newman, Allen Nie, Juan Carlos Niebles, Hamed Nilforoshan, Julian Nyarko, Giray Ogut, Laurel Orr, Isabel Papadimitriou, Joon Sung Park, Chris Piech, Eva Portelance, Christopher Potts, Aditi Raghunathan, Rob Reich, Hongyu Ren, Frieda Rong, Yusuf Roohani, Camilo Ruiz, Jack Ryan, Christopher Ré, Dorsa Sadigh, Shiori Sagawa, Keshav Santhanam, Andy Shih, Krishnan Srinivasan, Alex Tamkin, Rohan Taori, Armin W. Thomas, Florian Tramèr, Rose E. Wang, William Wang, Bohan Wu, Jiajun Wu, Yuhuai Wu, Sang Michael Xie, Michihiro Yasunaga, Jiaxuan You, Matei Zaharia, Michael Zhang, Tianyi Zhang, Xikun Zhang, Yuhui Zhang, Lucia Zheng, Kaitlyn Zhou, Percy Liang

* Authored by the Center for Research on Foundation Models (CRFM) at the Stanford Institute for Human-Centered Artificial Intelligence (HAI) 

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Longitudinal Correlation Analysis for Decoding Multi-Modal Brain Development


Jul 10, 2021
Qingyu Zhao, Ehsan Adeli, Kilian M. Pohl


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Rethinking Architecture Design for Tackling Data Heterogeneity in Federated Learning


Jun 10, 2021
Liangqiong Qu, Yuyin Zhou, Paul Pu Liang, Yingda Xia, Feifei Wang, Li Fei-Fei, Ehsan Adeli, Daniel Rubin


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Home Action Genome: Cooperative Compositional Action Understanding


May 11, 2021
Nishant Rai, Haofeng Chen, Jingwei Ji, Rishi Desai, Kazuki Kozuka, Shun Ishizaka, Ehsan Adeli, Juan Carlos Niebles

* CVPR '21 

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Metadata Normalization


May 05, 2021
Mandy Lu, Qingyu Zhao, Jiequan Zhang, Kilian M. Pohl, Li Fei-Fei, Juan Carlos Niebles, Ehsan Adeli

* Accepted to CVPR 2021. Project page: https://mml.stanford.edu/MDN/ 

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CoCon: Cooperative-Contrastive Learning


Apr 30, 2021
Nishant Rai, Ehsan Adeli, Kuan-Hui Lee, Adrien Gaidon, Juan Carlos Niebles


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TRiPOD: Human Trajectory and Pose Dynamics Forecasting in the Wild


Apr 08, 2021
Vida Adeli, Mahsa Ehsanpour, Ian Reid, Juan Carlos Niebles, Silvio Savarese, Ehsan Adeli, Hamid Rezatofighi


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Self-Supervised Longitudinal Neighbourhood Embedding


Mar 09, 2021
Jiahong Ouyang, Qingyu Zhao, Ehsan Adeli, Edith V Sullivan, Adolf Pfefferbaum, Greg Zaharchuk, Kilian M Pohl

* Submitted to Medical Image Computing and Computer Assisted Intervention (MICCAI) 2021 

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Representation Disentanglement for Multi-modal MR Analysis


Feb 23, 2021
Jiahong Ouyang, Ehsan Adeli, Kilian M Pohl, Qingyu Zhao, Greg Zaharchuk

* Accepted by Information Processing in Medical Imaging (IPMI) 2021 

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Going Beyond Saliency Maps: Training Deep Models to Interpret Deep Models


Feb 16, 2021
Zixuan Liu, Ehsan Adeli, Kilian M. Pohl, Qingyu Zhao


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TransUNet: Transformers Make Strong Encoders for Medical Image Segmentation


Feb 08, 2021
Jieneng Chen, Yongyi Lu, Qihang Yu, Xiangde Luo, Ehsan Adeli, Yan Wang, Le Lu, Alan L. Yuille, Yuyin Zhou

* 13 pages, 3 figures 

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Generative Adversarial U-Net for Domain-free Medical Image Augmentation


Jan 12, 2021
Xiaocong Chen, Yun Li, Lina Yao, Ehsan Adeli, Yu Zhang


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3D CNNs with Adaptive Temporal Feature Resolutions


Nov 17, 2020
Mohsen Fayyaz, Emad Bahrami Rad, Ali Diba, Mehdi Noroozi, Ehsan Adeli, Luc Van Gool, Juergen Gall


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Vision-based Estimation of MDS-UPDRS Gait Scores for Assessing Parkinson's Disease Motor Severity


Jul 17, 2020
Mandy Lu, Kathleen Poston, Adolf Pfefferbaum, Edith V. Sullivan, Li Fei-Fei, Kilian M. Pohl, Juan Carlos Niebles, Ehsan Adeli

* Accepted as a conference paper at MICCAI (Medical Image Computing and Computer Assisted Intervention), Lima, Peru, October 2020. 11 pages, LaTeX 

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Socially and Contextually Aware Human Motion and Pose Forecasting


Jul 14, 2020
Vida Adeli, Ehsan Adeli, Ian Reid, Juan Carlos Niebles, Hamid Rezatofighi

* Accepted in RA-L and IROS 

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LSSL: Longitudinal Self-Supervised Learning


Jun 12, 2020
Qingyu Zhao, Zixuan Liu, Ehsan Adeli, Kilian M. Pohl


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TripletUNet: Multi-Task U-Net with Online Voxel-Wise Learning for Precise CT Prostate Segmentation


May 21, 2020
Kelei He, Chunfeng Lian, Ehsan Adeli, Jing Huo, Yinghuan Shi, Yang Gao, Bing Zhang, Junfeng Zhang, Dinggang Shen


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It Is Not the Journey but the Destination: Endpoint Conditioned Trajectory Prediction


Apr 04, 2020
Karttikeya Mangalam, Harshayu Girase, Shreyas Agarwal, Kuan-Hui Lee, Ehsan Adeli, Jitendra Malik, Adrien Gaidon

* 14 pages, 6 figures, 3 tables 

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Recurrent Neural Networks with Longitudinal Pooling and Consistency Regularization


Mar 31, 2020
Jiahong Ouyang, Qingyu Zhao, Edith V Sullivan, Adolf Pfefferbaum, Susan F. Tapert, Ehsan Adeli, Kilian M Pohl

* Submitted to MICCAI 2020 

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Spatio-Temporal Graph for Video Captioning with Knowledge Distillation


Mar 31, 2020
Boxiao Pan, Haoye Cai, De-An Huang, Kuan-Hui Lee, Adrien Gaidon, Ehsan Adeli, Juan Carlos Niebles

* CVPR 2020 

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Spatio-Temporal Graph Convolution for Functional MRI Analysis


Mar 24, 2020
Soham Gadgil, Qingyu Zhao, Ehsan Adeli, Adolf Pfefferbaum, Edith V. Sullivan, Kilian M. Pohl


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Spatiotemporal Relationship Reasoning for Pedestrian Intent Prediction


Feb 20, 2020
Bingbin Liu, Ehsan Adeli, Zhangjie Cao, Kuan-Hui Lee, Abhijeet Shenoi, Adrien Gaidon, Juan Carlos Niebles

* Accepted at ICRA 2020 and IEEE Robotics and Automation Letters 

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Adversarial Cross-Domain Action Recognition with Co-Attention


Dec 22, 2019
Boxiao Pan, Zhangjie Cao, Ehsan Adeli, Juan Carlos Niebles

* AAAI 2020 

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Disentangling Human Dynamics for Pedestrian Locomotion Forecasting with Noisy Supervision


Nov 04, 2019
Karttikeya Mangalam, Ehsan Adeli, Kuan-Hui Lee, Adrien Gaidon, Juan Carlos Niebles

* Accepted to WACV 2020 

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Bias-Resilient Neural Network


Oct 08, 2019
Ehsan Adeli, Qingyu Zhao, Adolf Pfefferbaum, Edith V. Sullivan, Li Fei-Fei, Juan Carlos Niebles, Kilian M. Pohl


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Imitation Learning for Human Pose Prediction


Sep 08, 2019
Borui Wang, Ehsan Adeli, Hsu-kuang Chiu, De-An Huang, Juan Carlos Niebles

* 10 pages, 7 figures, accepted to ICCV 2019 

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