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Joint Language Semantic and Structure Embedding for Knowledge Graph Completion


Sep 19, 2022
Jianhao Shen, Chenguang Wang, Linyuan Gong, Dawn Song

* COLING 2022 

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UniFed: A Benchmark for Federated Learning Frameworks


Jul 21, 2022
Xiaoyuan Liu, Tianneng Shi, Chulin Xie, Qinbin Li, Kangping Hu, Haoyu Kim, Xiaojun Xu, Bo Li, Dawn Song

* Code: https://github.com/AI-secure/FLBenchmark-toolkit Website: https://unifedbenchmark.github.io/ 

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Is Vertical Logistic Regression Privacy-Preserving? A Comprehensive Privacy Analysis and Beyond


Jul 19, 2022
Yuzheng Hu, Tianle Cai, Jinyong Shan, Shange Tang, Chaochao Cai, Ethan Song, Bo Li, Dawn Song


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Forecasting Future World Events with Neural Networks


Jun 30, 2022
Andy Zou, Tristan Xiao, Ryan Jia, Joe Kwon, Mantas Mazeika, Richard Li, Dawn Song, Jacob Steinhardt, Owain Evans, Dan Hendrycks

* Code and the Autocast dataset are available at https://github.com/andyzoujm/autocast 

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Byzantine-Robust Federated Learning with Optimal Statistical Rates and Privacy Guarantees


May 24, 2022
Banghua Zhu, Lun Wang, Qi Pang, Shuai Wang, Jiantao Jiao, Dawn Song, Michael I. Jordan


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DeepStruct: Pretraining of Language Models for Structure Prediction


May 21, 2022
Chenguang Wang, Xiao Liu, Zui Chen, Haoyun Hong, Jie Tang, Dawn Song

* ACL 2022 

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PixMix: Dreamlike Pictures Comprehensively Improve Safety Measures


Dec 11, 2021
Dan Hendrycks, Andy Zou, Mantas Mazeika, Leonard Tang, Bo Li, Dawn Song, Jacob Steinhardt

* Code and models are available at https://github.com/andyzoujm/pixmix 

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Grounded Graph Decoding Improves Compositional Generalization in Question Answering


Nov 05, 2021
Yu Gai, Paras Jain, Wendi Zhang, Joseph E. Gonzalez, Dawn Song, Ion Stoica

* To be published in Findings of EMNLP 2021. Code available at https://github.com/gaiyu0/cfq 

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What Would Jiminy Cricket Do? Towards Agents That Behave Morally


Oct 25, 2021
Dan Hendrycks, Mantas Mazeika, Andy Zou, Sahil Patel, Christine Zhu, Jesus Navarro, Dawn Song, Bo Li, Jacob Steinhardt

* NeurIPS 2021. Environments available here https://github.com/hendrycks/jiminy-cricket 

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Zero-Shot Information Extraction as a Unified Text-to-Triple Translation


Sep 23, 2021
Chenguang Wang, Xiao Liu, Zui Chen, Haoyun Hong, Jie Tang, Dawn Song

* EMNLP 2021; 14 pages, 5 figures, 9 tables 

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