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MPCFormer: fast, performant and private Transformer inference with MPC


Nov 02, 2022
Dacheng Li, Rulin Shao, Hongyi Wang, Han Guo, Eric P. Xing, Hao Zhang


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RLPrompt: Optimizing Discrete Text Prompts With Reinforcement Learning


May 25, 2022
Mingkai Deng, Jianyu Wang, Cheng-Ping Hsieh, Yihan Wang, Han Guo, Tianmin Shu, Meng Song, Eric P. Xing, Zhiting Hu

* Code available at https://github.com/mingkaid/rl-prompt 

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Ligandformer: A Graph Neural Network for Predicting Compound Property with Robust Interpretation


Feb 24, 2022
Jinjiang Guo, Qi Liu, Han Guo, Xi Lu

* 7 pages, 4 figures 

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Uncertainty Toolbox: an Open-Source Library for Assessing, Visualizing, and Improving Uncertainty Quantification


Sep 21, 2021
Youngseog Chung, Ian Char, Han Guo, Jeff Schneider, Willie Neiswanger


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Text Generation with Efficient (Soft) Q-Learning


Jun 17, 2021
Han Guo, Bowen Tan, Zhengzhong Liu, Eric P. Xing, Zhiting Hu

* Code available at https://github.com/HanGuo97/soft-Q-learning-for-text-generation 

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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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