bias reduction

Benchmarking Debiasing Methods for LLM-based Parameter Estimates EMNLP 2025 Co-Eval: Augmenting LLM-based Evaluation with Machine Metrics EMNLP 2025 FALCON: Fair Face Recognition via Local Optimal Feature Normalization WACV 2025 GenWriter: Reducing Gender Cues in Biographies through Text Rewriting ACL 2025 Instance-Selection-Inspired Undersampling Strategies for Bias Reduction in Small and Large Language Models for Binary Text Classification ACL 2025 MemeArena: Automating Context-Aware Unbiased Evaluation of Harmfulness Understanding for Multimodal Large Language Models EMNLP 2025 Neutralizing Bias in LLM Reasoning using Entailment Graphs ACL 2025 Rethinking Training for De-biasing Text-to-Image Generation: Unlocking the Potential of Stable Diffusion CVPR 2025 Can Machine Unlearning Reduce Social Bias in Language Models? EMNLP 2024 CE-VDG: Counterfactual Entropy-based Bias Reduction for Video-grounded Dialogue Generation COLING 2024 Debiasing Large Language Models with Structured Knowledge ACL 2024 Distributed Least Squares in Small Space via Sketching and Bias Reduction NeurIPS 2024 Finetuning Text-to-Image Diffusion Models for Fairness ICLR 2024 Fuse to Forget: Bias Reduction and Selective Memorization through Model Fusion EMNLP 2024 Learning Decision Policies with Instrumental Variables through Double Machine Learning ICML 2024 Non-asymptotic Analysis of Biased Adaptive Stochastic Approximation NeurIPS 2024 SCoFT: Self-Contrastive Fine-Tuning for Equitable Image Generation CVPR 2024 Walking in Others’ Shoes: How Perspective-Taking Guides Large Language Models in Reducing Toxicity and Bias EMNLP 2024 Biases in Evaluation of Molecular Optimization Methods and Bias Reduction Strategies ICML 2023 Debiasing Conditional Stochastic Optimization NeurIPS 2023 Distributed Statistical Inference under Heterogeneity JMLR 2023 LEACE: Perfect linear concept erasure in closed form NeurIPS 2023 Universal Bias Reduction in Estimation of Smooth Additive Function in High Dimensions ALT 2023 Using In-Context Learning to Improve Dialogue Safety EMNLP 2023 Variational Weighting for Kernel Density Ratios NeurIPS 2023