Papers with generalization and domain-specific information
Scene-robust Natural Language Video Localization via Learning Domain-invariant Representations (2023.findings-acl)
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| Challenge: | Recent studies have focused on improving performance with the assumption of independently identical data distribution while ignoring out-of-distribution data. |
| Approach: | They propose a scene-robust NLVL problem and a generalizable framework to learn a robust model. |
| Outcome: | The proposed model learns generalizable domain-invariant representations by alignment and decomposition. |