Theoretically principled
WebbI am a Postdoctoral Fellow at CSE, HKUST. I am very fortunate to be advised by Prof. Qiang Yang and Prof. Kai Chen.In 2024, I completed my PhD at CSE, CUHK. My advisors were … WebbFor example, the study of the properties of aggregation methods will inform the development of postprocessing methods for ensemble weather forecasts, and decision …
Theoretically principled
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WebbWe will focus on Zhang et al. Theoretically principled trade-o between robustness and accuracy, arXiv: 1901.08573. There are three messages: (1) There is an intrinsic trade o … WebbWe intend to take another step in this direction by presenting a theoretically principled way of integrating ReID with tracking formulated as an optimal Bayes ・〕ter. This conveniently side-steps the need for data- association and opens up a direct path from full images to the core of the tracker.
http://proceedings.mlr.press/v97/zhang19p/zhang19p.pdf WebbTheoretically Principled Trade-off between Robustness and Accuracy. Defense Against Adversarial Attacks Using Feature Scattering-based Adversarial Training. Using Pre …
Webb4 juni 2024 · Existing algorithms are either heuristic without provable guarantees, based on solving large semidefinite programs which are impractical to run, or make strong … Webb12 dec. 2024 · Abstract: Self-supervised learning (SSL) is an unsupervised approach for representation learning without relying on human-provided labels. It creates auxiliary tasks on unlabeled input data and learns representations by solving these tasks.
WebbThe goal of my research is to design and build theoretically principled and practically useful models and tools that possess desired expressivity, scalability and robustness for handling real data from heterogenous, open and uncertain environments. My research is supported by Microsoft PhD Fellowship and Baidu Scholarship .
Webb4 maj 2024 · This is the official code for the ICML'19 paper "Theoretically Principled Trade-off between Robustness and Accuracy" by Hongyang Zhang (CMU, TTIC), Yaodong Yu … littering from vehicles outside londonWebbAbstract The polyanionic cathodes with high safety and appropriate redox potential, attract tremendous attention for Li-ion batteries. However, their high-rate cycling stability and poor industrial feasibility still remain great challenges. Herein, Li3V2(PO4)3 nanoplates with dominate {100} exposed facets embedded in a N-doped carbon matrix are successfully … littering from vehiclesWebbThis will be discussed in greater detail in section 4. Sub-grid modelling methods can be contrasted with another kind of parallel multiscale model where the sub-grid algorithms … littering has become a serious habitWebbTheoretically, we characterize the trade-off between accuracy and robustness for classification problems via the gap between robust error and optimal natural error. We … littering groupshttp://proceedings.mlr.press/v70/sharan17a/sharan17a.pdf littering fun factsWebb• Theoretically, we characterize the trade-off between accuracy and robustness for classification problems via decomposing the robust error as the sum of the natural … littering graphicWebba more theoretically principled affine subspace model and match the closest virtual points via a convex optimization. While intra-class variations can be effectively handled, such methods are still susceptible to the presence of outliers and have relatively high computational cost [13], [20], due littering idaho code