Spuriosity didn't kill the classifier: Using invariant predictions to harness spurious features
To avoid failures on out-of-distribution data, recent works have sought to extract features that
have an invariant or stable relationship with the label across domains, discarding" spurious" …
have an invariant or stable relationship with the label across domains, discarding" spurious" …
Beyond invariance: test-time label-shift adaptation for addressing" spurious" correlations
Q Sun, KP Murphy, S Ebrahimi… - Advances in Neural …, 2023 - proceedings.neurips.cc
Abstract Changes in the data distribution at test time can have deleterious effects on the
performance of predictive models $ p (y| x) $. We consider situations where there are …
performance of predictive models $ p (y| x) $. We consider situations where there are …
Causal effect regularization: automated detection and removal of spurious correlations
A Kumar, A Deshpande… - Advances in Neural …, 2024 - proceedings.neurips.cc
In many classification datasets, the task labels are spuriously correlated with some input
attributes. Classifiers trained on such datasets often rely on these attributes for prediction …
attributes. Classifiers trained on such datasets often rely on these attributes for prediction …
Causal Effect Regularization: Automated Detection and Removal of Spurious Attributes
In many classification datasets, the task labels are spuriously correlated with some input
attributes. Classifiers trained on such datasets often rely on these attributes for prediction …
attributes. Classifiers trained on such datasets often rely on these attributes for prediction …
Evaluation to Chinese marine economy in the coastal areas
Y Zheng - arXiv preprint arXiv:2408.05652, 2024 - arxiv.org
For promoting the development of the marine economy more sustainably, based on the data
envelopment analysis method and combined with the impact of the marine environment, the …
envelopment analysis method and combined with the impact of the marine environment, the …
Evaluation methods and empirical research on coastal environmental performance for Chinese harbor cities
Y Zheng - arXiv preprint arXiv:2408.05648, 2024 - arxiv.org
For controlling pollution of the marine environment while developing coastal economy, the
coastal environmental performance was proposed and measured in static and dynamic …
coastal environmental performance was proposed and measured in static and dynamic …
Estimation of marine fishing capacity of China
Y Zheng - arXiv preprint arXiv:2408.08898, 2024 - arxiv.org
By using PTP and DEA methods, the study of marine fishing capacity in China revealed that
it's more accurate to consider the input index as total power rather than the number of ships …
it's more accurate to consider the input index as total power rather than the number of ships …
Measuring and Controlling Fishing Capacity for Chinese Inshore Fleets
Y Zheng - arXiv preprint arXiv:2408.05653, 2024 - arxiv.org
The fishing capacity and capacity utilization for Chinese inshore fleets over the latest 13
years were measured using the DEA method. Relevant models were then established to …
years were measured using the DEA method. Relevant models were then established to …
Prediction of Sea Level Rise near Shanghai
Y Zheng - arXiv preprint arXiv:2408.06387, 2024 - arxiv.org
Firstly, by establishing a prediction model for global sea-level rise and calculating with
Maple, it is shown that the global sea-level rise rate in 2009 is 2.68 mm/a. The height and …
Maple, it is shown that the global sea-level rise rate in 2009 is 2.68 mm/a. The height and …
How does the national new area impact the local economy?--An empirical analysis from Zhoushan
Y Zheng - arXiv preprint arXiv:2407.17523, 2024 - arxiv.org
To empirically study the policy impact of a National New Area on the local economy, this
paper evaluates the effect of the Zhoushan Archipelago New Area on local GDP growth rate …
paper evaluates the effect of the Zhoushan Archipelago New Area on local GDP growth rate …