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09/21/2023
Environment-biased Feature Ranking for Novelty Detection Robustness
We tackle the problem of robust novelty detection, where we aim to detec...
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08/30/2023
Learning Diverse Features in Vision Transformers for Improved Generalization
Deep learning models often rely only on a small set of features even whe...
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07/19/2023
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 ...
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10/06/2022
Env-Aware Anomaly Detection: Ignore Style Changes, Stay True to Content!
We introduce a formalization and benchmark for the unsupervised anomaly ...
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10/01/2022
DCI-ES: An Extended Disentanglement Framework with Connections to Identifiability
In representation learning, a common approach is to seek representations...
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06/05/2018