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[Paper 리뷰] SupCLAP: Controlling Optimization Trajectory Drift in Audio-Text Contrastive Learning with Support Vector Regularization
SupCLAP: Controlling Optimization Trajectory Drift in Audio-Text Contrastive Learning with Support Vector RegularizationContrastive Language-Audio Pre-training에서 negative sample에 의한 pushing force의 perpendicular component는 trajectory drift와 training instability로 이어질 수 있음SupCLAPPerpendicular component를 control 하기 위해 Support Vector Regularization을 도입Semantic radius를 위해 direct parameterization과 adap..
Paper/Representation
2026. 4. 29. 14:14
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