"debiasing methods" Papers

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A Unifying Framework for Representation Learning

Shaden Alshammari, John Hershey, Axel Feldmann et al.

ICLR 2025arXiv:2504.16929
13
citations

FairGen: Enhancing Fairness in Text-to-Image Diffusion Models via Self-Discovering Latent Directions

Yilei Jiang, Wei-Hong Li, Yiyuan Zhang et al.

ICCV 2025arXiv:2412.18810
3
citations

FairNet: Dynamic Fairness Correction without Performance Loss via Contrastive Conditional LoRA

Songqi Zhou, Zeyuan Liu, Benben Jiang

NEURIPS 2025arXiv:2510.19421

LCGC: Learning from Consistency Gradient Conflicting for Class-Imbalanced Semi-Supervised Debiasing

Weiwei Xing, Yue Cheng, Hongzhu Yi et al.

AAAI 2025paperarXiv:2504.06544
1
citations

Limits to scalable evaluation at the frontier: LLM as judge won’t beat twice the data

Florian Eddie Dorner, Vivian Nastl, Moritz Hardt

ICLR 2025
24
citations

Revealing and Reducing Gender Biases in Vision and Language Assistants (VLAs)

Leander Girrbach, Stephan Alaniz, Yiran Huang et al.

ICLR 2025arXiv:2410.19314
9
citations

SANER: Annotation-free Societal Attribute Neutralizer for Debiasing CLIP

Yusuke Hirota, Min-Hung Chen, Chien-Yi Wang et al.

ICLR 2025arXiv:2408.10202
12
citations

Debiasing Multimodal Sarcasm Detection with Contrastive Learning

Mengzhao Jia, Can Xie, Liqiang Jing

AAAI 2024paperarXiv:2312.10493
43
citations