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Transformers Learn Shortcuts to Automata


Oct 19, 2022
Bingbin Liu, Jordan T. Ash, Surbhi Goel, Akshay Krishnamurthy, Cyril Zhang

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Masked prediction tasks: a parameter identifiability view


Feb 18, 2022
Bingbin Liu, Daniel Hsu, Pradeep Ravikumar, Andrej Risteski

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Analyzing and Improving the Optimization Landscape of Noise-Contrastive Estimation


Oct 21, 2021
Bingbin Liu, Elan Rosenfeld, Pradeep Ravikumar, Andrej Risteski

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Contrastive learning of strong-mixing continuous-time stochastic processes


Mar 03, 2021
Bingbin Liu, Pradeep Ravikumar, Andrej Risteski

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* Appearing in AISTATS 2021 

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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

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* Accepted at ICRA 2020 and IEEE Robotics and Automation Letters 

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Learning to Decompose and Disentangle Representations for Video Prediction


Oct 17, 2018
Jun-Ting Hsieh, Bingbin Liu, De-An Huang, Li Fei-Fei, Juan Carlos Niebles

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