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VITA's Projects

bnn_nobn icon bnn_nobn

[CVPRW 21] "BNN - BN = ? Training Binary Neural Networks without Batch Normalization", Tianlong Chen, Zhenyu Zhang, Xu Ouyang, Zechun Liu, Zhiqiang Shen, Zhangyang Wang

cadtransformer icon cadtransformer

[CVPR 2022]"CADTransformer: Panoptic Symbol Spotting Transformer for CAD Drawings", Zhiwen Fan, Tianlong Chen, Peihao Wang, Zhangyang Wang

cerl icon cerl

[Preprint] "CERL: Coordinated Enhancement for Real-World Low-Light Noisy Images" by Zeyuan Chen, Yifan Jiang, Dong Liu and Zhangyang Wang

certifiedpruning icon certifiedpruning

Code for paper "Can pruning improve certified robustness of deep neural networks?"

chaincoder icon chaincoder

📜 [ICML 2023] "Outline, Then Details: Syntactically Guided Coarse-To-Fine Code Generation", Wenqing Zheng, S P Sharan, Ajay Kumar Jaiswal, Kevin Wang, Yihan Xi, Dejia Xu, Zhangyang Wang

chasing-better-dips icon chasing-better-dips

[TMLR] "Chasing Better Deep Image Priors between Over- and Under-parameterization" Qiming Wu, Xiaohan Chen, Yifan Jiang, Zhangyang Wang

cil-qud icon cil-qud

[TMLR 22] "Queried Unlabeled Data Improves and Robustifies Class- Incremental Learning" by Tianlong Chen, Sijia Liu, Shiyu Chang, Lisa Animi, Zhangyang Wang

crmoe icon crmoe

[TMLR] “CR-MoE: Consistent Routed Mixture-of-Experts for Scaling Contrastive Learning”, Ziyu Jiang, Guoqing Zheng, Yu Cheng, Ahmed Hassan Awadallah, Zhangyang Wang

cv_a-fan icon cv_a-fan

[TMLR] "Adversarial Feature Augmentation and Normalization for Visual Recognition", Tianlong Chen, Yu Cheng, Zhe Gan, Jianfeng Wang, Lijuan Wang, Zhangyang Wang, Jingjing Liu

cv_lth_pre-training icon cv_lth_pre-training

[CVPR 2021] "The Lottery Tickets Hypothesis for Supervised and Self-supervised Pre-training in Computer Vision Models" Tianlong Chen, Jonathan Frankle, Shiyu Chang, Sijia Liu, Yang Zhang, Michael Carbin, Zhangyang Wang

dada icon dada

[Preprint] "DADA: Deep Adversarial Data Augmentation for Extremely Low Data Regime Classification"

data-efficient-scaling icon data-efficient-scaling

[ICML 2023] "Data Efficient Neural Scaling Law via Model Reusing" by Peihao Wang, Rameswar Panda, Zhangyang Wang

dataefficientlth icon dataefficientlth

[NeurIPS 2022] "Sparse Winning Tickets are Data-Efficient Image Recognizers" by Mukund Varma T, Xuxi Chen, Zhenyu Zhang, Tianlong Chen, Subhashini Venugopalan, Zhangyang Wang

deblurganv2 icon deblurganv2

[ICCV 2019] "DeblurGAN-v2: Deblurring (Orders-of-Magnitude) Faster and Better" by Orest Kupyn, Tetiana Martyniuk, Junru Wu, Zhangyang Wang

deep-k-means-pytorch icon deep-k-means-pytorch

[ICML 2018] "Deep k-Means: Re-Training and Parameter Sharing with Harder Cluster Assignments for Compressing Deep Convolutions"

deep_gcn_benchmarking icon deep_gcn_benchmarking

[TPAMI 2022] "Bag of Tricks for Training Deeper Graph Neural Networks A Comprehensive Benchmark Study" by Tianlong Chen*, Kaixiong Zhou*, Keyu Duan, Wenqing Zheng, Peihao Wang, Xia Hu, Zhangyang Wang

deepaffinity icon deepaffinity

[Bioinformatics 2019] "Protein-compound affinity prediction through unified RNN-CNN"

deepps icon deepps

[ECCV 2020] "Deep Plastic Surgery: Robust and Controllable Image Editing with Human-Drawn Sketches"

dehaze icon dehaze

[Preprint] "Improved Techniques for Learning to Dehaze and Beyond: A Collective Study"

dept icon dept

[NeurIPS 2021] "Delayed Propagation Transformer: A Universal Computation Engine towards Practical Control in Cyber-Physical Systems", Wenqing Zheng, Qiangqiang Guo, Hao Yang, Peihao Wang, Zhangyang Wang

dfs icon dfs

[AAAI'2020] "Fractional Skipping: Towards Finer-Grained Dynamic CNN inference", Jianghao Shen, Yonggan Fu, Yue Wang, Pengfei Xu, Zhangyang Wang, Yingyan Lin

diffses icon diffses

📜 [Under Review] "Symbolic Visual Reinforcement Learning: A Scalable Framework with Object-Level Abstraction and Differentiable Expression Search", Wenqing Zheng*, S P Sharan*, Zhiwen Fan, Kevin Wang, Yihan Xi, Atlas Wang

diverse-vit icon diverse-vit

[CVPR 2022] "The Principle of Diversity: Training Stronger Vision Transformers Calls for Reducing All Levels of Redundancy" by Tianlong Chen, Zhenyu Zhang, Yu Cheng, Ahmed Awadallah, Zhangyang Wang

dna icon dna

[ECCV 2022] "Improve Few-Shot Transfer Learning with Low-Rank Decompose and Align" by Ziyu Jiang, Tianlong Chen, Xuxi Chen, Yu Cheng, Luowei Zhou, Lu Yuan, Ahmed Awadallah, Zhangyang Wang

double-win-lth icon double-win-lth

[ICML 2022] "Data-Efficient Double-Win Lottery Tickets from Robust Pre-training" by Tianlong Chen, Zhenyu Zhang, Sijia Liu, Yang Zhang, Shiyu Chang, Zhangyang Wang

dp-opt icon dp-opt

[ICLR'24 Spotlight] DP-OPT: Make Large Language Model Your Privacy-Preserving Prompt Engineer

dsee icon dsee

[ACL 2023] "DSEE: Dually Sparsity-embedded Efficient Tuning of Pre-trained Language Models" by Xuxi Chen, Tianlong Chen, Weizhu Chen, Ahmed Hassan Awadallah, Zhangyang Wang, Yu Cheng

e2train icon e2train

[NeurIPS'2019] Yue Wang, Ziyu Jiang, Xiaohan Chen, Pengfei Xu, Yang Zhao, Yingyan Lin, Zhangyang Wang, "E2-Train: Training State-of-the-art CNNs with Over 80% Less Energy"

early-bird-tickets icon early-bird-tickets

[ICLR 2020] ”Drawing Early-Bird Tickets: Toward More Efficient Training of Deep Networks“ by Haoran You, Chaojian Li, Pengfei Xu, Yonggan Fu, Yue Wang, Xiaohan Chen, Yingyan Lin, Zhangyang Wang, Richard G. Baraniuk

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