Improving Adversarial Robustness Requires Revisiting Misclassified Examples

Yisen Wang, Difan Zou, Jinfeng Yi, +3

International Conference on Learning Representations

Artificial IntelligenceData AugmentationDeepfake DetectionMachine LearningData Science +13

Evaluation of individual and ensemble probabilistic forecasts of COVID-19 mortality in the United States

Estee Y. Cramer, Evan L Ray, Velma K. Lopez, +289

Proceedings of the National Academy of Sciences

Gradient descent optimizes over-parameterized deep ReLU networks

Difan Zou, Yuan Cao, Dongruo Zhou, +1

Machine Learning

Convolutional Neural NetworkGradient DescentEngineeringMachine LearningData Science +5

Stochastic Gradient Descent Optimizes Over-parameterized Deep ReLU Networks

Difan Zou, Yuan Cao, Dongruo Zhou, +1

arXiv (Cornell University)

Artificial IntelligenceGeometric LearningConvolutional Neural NetworkDeep Neural NetworksGradient Descent +10

The United States COVID-19 Forecast Hub dataset

Estee Y. Cramer, Yuxin Huang, Yijin Wang, +421

Scientific Data

Epidemic Model Guided Machine Learning for COVID-19 Forecasts in the United States

Difan Zou, Lingxiao Wang, Pan Xu, +3

Epidemiological DynamicComputational EpidemiologyCovid-19 EpidemiologyUnited StatesCovid-19 +16

Layer-Dependent Importance Sampling for Training Deep and Large Graph Convolutional Networks

Difan Zou, Ziniu Hu, Yewen Wang, +3

arXiv (Cornell University)

Graph Neural NetworkGraph Representation LearningGraph TheoryMachine LearningData Science +13

A pre-registered short-term forecasting study of COVID-19 in Germany and Poland during the second wave

Johannes Bracher, Daniel Wolffram, Jannik Deuschel, +35

Nature Communications

A 1Mbps Real-Time NLOS UV Scattering Communication System With Receiver Diversity Over 1km

Guanchu Wang, Kun Wang, Chen Gong, +3

IEEE photonics journal

Free-space Optical NetworkPhotonicsSystem Key ParametersEngineeringOptical Transmission System +12

Evaluation of individual and ensemble probabilistic forecasts of COVID-19 mortality in the US

Estee Y. Cramer, Evan L Ray, Velma K. Lopez, +289

Population Health SciencesComputational EpidemiologyCovid-19 EpidemiologyUnited StatesPublic Health Action +22