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Is $L^2$ Physics-Informed Loss Always Suitable for Training Physics-Informed Neural Network?



Chuwei Wang , Shanda Li , Di He , Liwei Wang


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Voxel Field Fusion for 3D Object Detection



Yanwei Li , Xiaojuan Qi , Yukang Chen , Liwei Wang , Zeming Li , Jian Sun , Jiaya Jia

* Accepted to CVPR2022 

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Nearly Minimax Optimal Offline Reinforcement Learning with Linear Function Approximation: Single-Agent MDP and Markov Game



Wei Xiong , Han Zhong , Chengshuai Shi , Cong Shen , Liwei Wang , Tong Zhang


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Why Robust Generalization in Deep Learning is Difficult: Perspective of Expressive Power



Binghui Li , Jikai Jin , Han Zhong , John E. Hopcroft , Liwei Wang


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Your Transformer May Not be as Powerful as You Expect



Shengjie Luo , Shanda Li , Shuxin Zheng , Tie-Yan Liu , Liwei Wang , Di He

* Preprint. Work in Progress 

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Human-in-the-loop: Provably Efficient Preference-based Reinforcement Learning with General Function Approximation



Xiaoyu Chen , Han Zhong , Zhuoran Yang , Zhaoran Wang , Liwei Wang


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Probing Structured Pruning on Multilingual Pre-trained Models: Settings, Algorithms, and Efficiency



Yanyang Li , Fuli Luo , Runxin Xu , Songfang Huang , Fei Huang , Liwei Wang

* ACL 2022 Main Conference, Camera-ready version 

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RBGNet: Ray-based Grouping for 3D Object Detection



Haiyang Wang , Shaoshuai Shi , Ze Yang , Rongyao Fang , Qi Qian , Hongsheng Li , Bernt Schiele , Liwei Wang


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Multi-View Transformer for 3D Visual Grounding



Shijia Huang , Yilun Chen , Jiaya Jia , Liwei Wang

* cvpr2022 

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Diverse Text Generation via Variational Encoder-Decoder Models with Gaussian Process Priors



Wanyu Du , Jianqiao Zhao , Liwei Wang , Yangfeng Ji

* Accepted by 6th Workshop on Structured Prediction for NLP at ACL2022 

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