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VisualGPT: Data-efficient Image Captioning by Balancing Visual Input and Linguistic Knowledge from Pretraining


Feb 20, 2021
Jun Chen, Han Guo, Kai Yi, Boyang Li, Mohamed Elhoseiny


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CPT: Efficient Deep Neural Network Training via Cyclic Precision


Jan 25, 2021
Yonggan Fu, Han Guo, Meng Li, Xin Yang, Yining Ding, Vikas Chandra, Yingyan Lin

* Accepted at ICLR 2021 (Spotlight) 

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FastIF: Scalable Influence Functions for Efficient Model Interpretation and Debugging


Dec 31, 2020
Han Guo, Nazneen Fatema Rajani, Peter Hase, Mohit Bansal, Caiming Xiong

* 18 pages 

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DORB: Dynamically Optimizing Multiple Rewards with Bandits


Nov 15, 2020
Ramakanth Pasunuru, Han Guo, Mohit Bansal

* EMNLP 2020 (15 pages) 

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Multi-Source Domain Adaptation for Text Classification via DistanceNet-Bandits


Jan 17, 2020
Han Guo, Ramakanth Pasunuru, Mohit Bansal

* AAAI 2020 (10 pages) 

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AutoSeM: Automatic Task Selection and Mixing in Multi-Task Learning


Apr 08, 2019
Han Guo, Ramakanth Pasunuru, Mohit Bansal

* NAACL 2019 (12 pages) 

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Dynamic Multi-Level Multi-Task Learning for Sentence Simplification


Jun 19, 2018
Han Guo, Ramakanth Pasunuru, Mohit Bansal

* COLING 2018 (15 pages) 

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Soft Layer-Specific Multi-Task Summarization with Entailment and Question Generation


May 28, 2018
Han Guo, Ramakanth Pasunuru, Mohit Bansal

* ACL 2018 (16 pages) 

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Video Denoising and Enhancement via Dynamic Video Layering


Oct 05, 2017
Han Guo, Namrata Vaswani

* Shorter version with title "Video Denoising via Online Sparse and Low-rank Matrix Decomposition" appeared in Statistical Signal Processing Workshop (SSP) 2016 

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Spice up Your Chat: The Intentions and Sentiment Effects of Using Emoji


Mar 08, 2017
Tianran Hu, Han Guo, Hao Sun, Thuy-vy Thi Nguyen, Jiebo Luo

* 10 pages, published at ICWSM'17 

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Correlated-PCA: Principal Components' Analysis when Data and Noise are Correlated


Nov 02, 2016
Namrata Vaswani, Han Guo

* NIPS 2016 (to appear). Longer version submitted to IEEE Trans. Sig. Proc. is at http://www.ece.iastate.edu/~namrata/TSP_corPCA.pdf 

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