Alert button
Picture for Tianlong Chen

Tianlong Chen

Alert button

The Unreasonable Effectiveness of Random Pruning: Return of the Most Naive Baseline for Sparse Training

Feb 05, 2022
Shiwei Liu, Tianlong Chen, Xiaohan Chen, Li Shen, Decebal Constantin Mocanu, Zhangyang Wang, Mykola Pechenizkiy

Figure 1 for The Unreasonable Effectiveness of Random Pruning: Return of the Most Naive Baseline for Sparse Training
Figure 2 for The Unreasonable Effectiveness of Random Pruning: Return of the Most Naive Baseline for Sparse Training
Figure 3 for The Unreasonable Effectiveness of Random Pruning: Return of the Most Naive Baseline for Sparse Training
Figure 4 for The Unreasonable Effectiveness of Random Pruning: Return of the Most Naive Baseline for Sparse Training
Viaarxiv icon

VAQF: Fully Automatic Software-hardware Co-design Framework for Low-bit Vision Transformer

Jan 17, 2022
Mengshu Sun, Haoyu Ma, Guoliang Kang, Yifan Jiang, Tianlong Chen, Xiaolong Ma, Zhangyang Wang, Yanzhi Wang

Figure 1 for VAQF: Fully Automatic Software-hardware Co-design Framework for Low-bit Vision Transformer
Figure 2 for VAQF: Fully Automatic Software-hardware Co-design Framework for Low-bit Vision Transformer
Figure 3 for VAQF: Fully Automatic Software-hardware Co-design Framework for Low-bit Vision Transformer
Figure 4 for VAQF: Fully Automatic Software-hardware Co-design Framework for Low-bit Vision Transformer
Viaarxiv icon

Bringing Your Own View: Graph Contrastive Learning without Prefabricated Data Augmentations

Jan 04, 2022
Yuning You, Tianlong Chen, Zhangyang Wang, Yang Shen

Figure 1 for Bringing Your Own View: Graph Contrastive Learning without Prefabricated Data Augmentations
Figure 2 for Bringing Your Own View: Graph Contrastive Learning without Prefabricated Data Augmentations
Figure 3 for Bringing Your Own View: Graph Contrastive Learning without Prefabricated Data Augmentations
Figure 4 for Bringing Your Own View: Graph Contrastive Learning without Prefabricated Data Augmentations
Viaarxiv icon

Improving Contrastive Learning on Imbalanced Seed Data via Open-World Sampling

Nov 01, 2021
Ziyu Jiang, Tianlong Chen, Ting Chen, Zhangyang Wang

Figure 1 for Improving Contrastive Learning on Imbalanced Seed Data via Open-World Sampling
Figure 2 for Improving Contrastive Learning on Imbalanced Seed Data via Open-World Sampling
Figure 3 for Improving Contrastive Learning on Imbalanced Seed Data via Open-World Sampling
Figure 4 for Improving Contrastive Learning on Imbalanced Seed Data via Open-World Sampling
Viaarxiv icon

You are caught stealing my winning lottery ticket! Making a lottery ticket claim its ownership

Oct 30, 2021
Xuxi Chen, Tianlong Chen, Zhenyu Zhang, Zhangyang Wang

Figure 1 for You are caught stealing my winning lottery ticket! Making a lottery ticket claim its ownership
Figure 2 for You are caught stealing my winning lottery ticket! Making a lottery ticket claim its ownership
Figure 3 for You are caught stealing my winning lottery ticket! Making a lottery ticket claim its ownership
Figure 4 for You are caught stealing my winning lottery ticket! Making a lottery ticket claim its ownership
Viaarxiv icon

DSEE: Dually Sparsity-embedded Efficient Tuning of Pre-trained Language Models

Oct 30, 2021
Xuxi Chen, Tianlong Chen, Yu Cheng, Weizhu Chen, Zhangyang Wang, Ahmed Hassan Awadallah

Figure 1 for DSEE: Dually Sparsity-embedded Efficient Tuning of Pre-trained Language Models
Figure 2 for DSEE: Dually Sparsity-embedded Efficient Tuning of Pre-trained Language Models
Figure 3 for DSEE: Dually Sparsity-embedded Efficient Tuning of Pre-trained Language Models
Figure 4 for DSEE: Dually Sparsity-embedded Efficient Tuning of Pre-trained Language Models
Viaarxiv icon

CAP: Co-Adversarial Perturbation on Weights and Features for Improving Generalization of Graph Neural Networks

Oct 28, 2021
Haotian Xue, Kaixiong Zhou, Tianlong Chen, Kai Guo, Xia Hu, Yi Chang, Xin Wang

Figure 1 for CAP: Co-Adversarial Perturbation on Weights and Features for Improving Generalization of Graph Neural Networks
Figure 2 for CAP: Co-Adversarial Perturbation on Weights and Features for Improving Generalization of Graph Neural Networks
Figure 3 for CAP: Co-Adversarial Perturbation on Weights and Features for Improving Generalization of Graph Neural Networks
Figure 4 for CAP: Co-Adversarial Perturbation on Weights and Features for Improving Generalization of Graph Neural Networks
Viaarxiv icon

Towards Lifelong Learning of Multilingual Text-To-Speech Synthesis

Oct 09, 2021
Mu Yang, Shaojin Ding, Tianlong Chen, Tong Wang, Zhangyang Wang

Figure 1 for Towards Lifelong Learning of Multilingual Text-To-Speech Synthesis
Figure 2 for Towards Lifelong Learning of Multilingual Text-To-Speech Synthesis
Figure 3 for Towards Lifelong Learning of Multilingual Text-To-Speech Synthesis
Figure 4 for Towards Lifelong Learning of Multilingual Text-To-Speech Synthesis
Viaarxiv icon

Universality of Deep Neural Network Lottery Tickets: A Renormalization Group Perspective

Oct 07, 2021
William T. Redman, Tianlong Chen, Akshunna S. Dogra, Zhangyang Wang

Figure 1 for Universality of Deep Neural Network Lottery Tickets: A Renormalization Group Perspective
Figure 2 for Universality of Deep Neural Network Lottery Tickets: A Renormalization Group Perspective
Figure 3 for Universality of Deep Neural Network Lottery Tickets: A Renormalization Group Perspective
Figure 4 for Universality of Deep Neural Network Lottery Tickets: A Renormalization Group Perspective
Viaarxiv icon

Bag of Tricks for Training Deeper Graph Neural Networks: A Comprehensive Benchmark Study

Aug 24, 2021
Tianlong Chen, Kaixiong Zhou, Keyu Duan, Wenqing Zheng, Peihao Wang, Xia Hu, Zhangyang Wang

Figure 1 for Bag of Tricks for Training Deeper Graph Neural Networks: A Comprehensive Benchmark Study
Figure 2 for Bag of Tricks for Training Deeper Graph Neural Networks: A Comprehensive Benchmark Study
Figure 3 for Bag of Tricks for Training Deeper Graph Neural Networks: A Comprehensive Benchmark Study
Figure 4 for Bag of Tricks for Training Deeper Graph Neural Networks: A Comprehensive Benchmark Study
Viaarxiv icon