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Multimodal Generative Models for Scalable Weakly-Supervised Learning
Neural Information Processing Systems http://nips.cc/
DistributionallyRobustOptimizationwithData Geometry
It has been well documented that high dimensional data approximately resides on low dimensional manifolds.
RoboMamba: Efficient Vision-Language-Action Model for Robotic Reasoning and Manipulation
More real-world downstream tasks are displayed in Figure 4 and Figure 5.
RandomNormalizationAggregationfor AdversarialDefense
Traditionally, this transferability is always regarded as a critical threat to the defense against adversarial attacks, however, we argue that the network robustness can be significantly boosted by utilizing adversarial transferability from anewperspective.
Statistical Optimality of Stochastic Gradient Descent on Hard Learning Problems through Multiple Passes
Loucas Pillaud-Vivien, Alessandro Rudi, Francis Bach
Neural Information Processing Systems http://nips.cc/
U-Time: A Fully Convolutional Network for Time Series Segmentation Applied to Sleep Staging
Mathias Perslev, Michael Jensen, Sune Darkner, Poul Jørgen Jennum, Christian Igel
Let x 2 R S C beaphysiologicalsignalwithC channelssampledatrateS for seconds.
ZO-AdaMM: Zeroth-Order Adaptive Momentum Method for Black-Box Optimization
Xiangyi Chen, Sijia Liu, Kaidi Xu, Xingguo Li, Xue Lin, Mingyi Hong, David Cox
Neural Information Processing Systems http://nips.cc/