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You Can Have Better Graph Neural Networks by Not Training Weights at All: Finding Untrained GNNs Tickets


Dec 01, 2022
Tianjin Huang, Tianlong Chen, Meng Fang, Vlado Menkovski, Jiaxu Zhao, Lu Yin, Yulong Pei, Decebal Constantin Mocanu, Zhangyang Wang, Mykola Pechenizkiy, Shiwei Liu

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* Accepted by the LoG conference 2022 as a spotlight 

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Peeling the Onion: Hierarchical Reduction of Data Redundancy for Efficient Vision Transformer Training


Nov 19, 2022
Zhenglun Kong, Haoyu Ma, Geng Yuan, Mengshu Sun, Yanyue Xie, Peiyan Dong, Xin Meng, Xuan Shen, Hao Tang, Minghai Qin, Tianlong Chen, Xiaolong Ma, Xiaohui Xie, Zhangyang Wang, Yanzhi Wang

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* AAAI 2023 

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QuanGCN: Noise-Adaptive Training for Robust Quantum Graph Convolutional Networks


Nov 09, 2022
Kaixiong Zhou, Zhenyu Zhang, Shengyuan Chen, Tianlong Chen, Xiao Huang, Zhangyang Wang, Xia Hu

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* The Conference Quantum Techniques in Machine Learning (QTML), 2022 

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M$^3$ViT: Mixture-of-Experts Vision Transformer for Efficient Multi-task Learning with Model-Accelerator Co-design


Oct 26, 2022
Hanxue Liang, Zhiwen Fan, Rishov Sarkar, Ziyu Jiang, Tianlong Chen, Kai Zou, Yu Cheng, Cong Hao, Zhangyang Wang

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Old can be Gold: Better Gradient Flow can Make Vanilla-GCNs Great Again


Oct 14, 2022
Ajay Jaiswal, Peihao Wang, Tianlong Chen, Justin F. Rousseau, Ying Ding, Zhangyang Wang

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* Advances in Neural Information Processing Systems (NeurIPS), 2022 

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A Comprehensive Study on Large-Scale Graph Training: Benchmarking and Rethinking


Oct 14, 2022
Keyu Duan, Zirui Liu, Peihao Wang, Wenqing Zheng, Kaixiong Zhou, Tianlong Chen, Xia Hu, Zhangyang Wang

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* Accepted by NeurIPS 2022 Dataset and Benchmark Track 

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Advancing Model Pruning via Bi-level Optimization


Oct 12, 2022
Yihua Zhang, Yuguang Yao, Parikshit Ram, Pu Zhao, Tianlong Chen, Mingyi Hong, Yanzhi Wang, Sijia Liu

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* Thirty-sixth Conference on Neural Information Processing Systems (NeurIPS 2022) 

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Augmentations in Hypergraph Contrastive Learning: Fabricated and Generative


Oct 07, 2022
Tianxin Wei, Yuning You, Tianlong Chen, Yang Shen, Jingrui He, Zhangyang Wang

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* NeurIPS 2022. Supplementary materials are available at https://weitianxin.github.io/files/neurips22_hypergcl_appendix.pdf 

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Can We Solve 3D Vision Tasks Starting from A 2D Vision Transformer?


Sep 18, 2022
Yi Wang, Zhiwen Fan, Tianlong Chen, Hehe Fan, Zhangyang Wang

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Is Attention All NeRF Needs?


Jul 27, 2022
Mukund Varma T, Peihao Wang, Xuxi Chen, Tianlong Chen, Subhashini Venugopalan, Zhangyang Wang

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* Preprint 

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