Incremental Network Quantization: Towards Lossless CNNs with Low-Precision Weights

Aojun Zhou, Anbang Yao, Yiwen Guo, +2

arXiv (Cornell University)

Data AugmentationConvolutional Neural NetworkImage AnalysisMachine LearningData Science +12

Dynamic Network Surgery for Efficient DNNs

Yiwen Guo, Anbang Yao, Yurong Chen

arXiv (Cornell University)

Convolutional Neural NetworkGraph Neural NetworkEngineeringMachine LearningData Science +11

Adjusting the imbalance ratio by the dimensionality of imbalanced data

Rui Zhu, Yiwen Guo, Jing‐Hao Xue

Pattern Recognition Letters

Imbalance RatioEngineeringData ScienceData MiningClass Imbalance +2

Network Sketching: Exploiting Binary Structure in Deep CNNs

Yiwen Guo, Anbang Yao, Hao Zhao, +1

Convolutional Neural NetworkEngineeringMachine LearningNetwork SketchingImage Analysis +15

Physics Inspired Optimization on Semantic Transfer Features: An Alternative Method for Room Layout Estimation

Hao Zhao, Ming Lu, Anbang Yao, +3

Artificial IntelligenceGeometric LearningConvolutional Neural NetworkEngineeringMachine Learning +21

Subspace Attack: Exploiting Promising Subspaces for Query-Efficient\n Black-box Attacks

Ziang Yan, Yiwen Guo, Changshui Zhang

arXiv (Cornell University)

Sparse DNNs with Improved Adversarial Robustness

Yiwen Guo, Chao Zhang, Changshui Zhang, +1

arXiv (Cornell University)

Artificial IntelligenceSparse DnnsDeep Neural NetworksEngineeringMachine Learning +11

Texts as Images in Prompt Tuning for Multi-Label Image Recognition

Zixian Guo, Bowen Dong, Zhilong Ji, +3

Few-shot LearningEngineeringMachine LearningVisual DataSpeech Recognition +20

Sparse DNNs with Improved Adversarial Robustness

Yiwen Guo, Chao Zhang, Changshui Zhang, +1

Neural Information Processing Systems

Artificial IntelligenceSparse DnnsDeep Neural NetworksEngineeringMachine Learning +11

Deep Defense: Training DNNs with Improved Adversarial Robustness

Ziang Yan, Yiwen Guo, Changshui Zhang

arXiv (Cornell University)

Artificial IntelligenceDeep DefenseConvolutional Neural NetworkDeep Neural NetworksMachine Vision +13