bias mitigation

BAMI: Training-Free Bias Mitigation in GUI Grounding CVPR 2026 Bias In, Bias Out? Finding Unbiased Subnetworks in Vanilla Models CVPR 2026 DSO: Direct Steering Optimization for Bias Mitigation CVPR 2026 Easy to Learn, Yet Hard to Forget: Towards Robust Unlearning Under Bias AAAI 2026 Evaluating the Impact of Medical Image Reconstruction on Downstream AI Fairness and Performance MIDL 2026 Fair-CCD: Mitigating Bias in Large Language Models for Tabular Classification Through Context-Contrastive Decoding ACL 2026 Fair Facial Attribute Recognition via Group-Decoupled Vision Transformer with Mask-Guided Correlation Suppression AAAI 2026 GeWu: A Culturally-Grounded Chinese Benchmark for Multi-Stage Social Bias Evaluation in Large Language Models AAAI 2026 HAMLET4Fairness: Enhancing Fairness in AI Pipelines Through Human-Centered AutoML and Argumentation AAAI 2026 How Bias Binds: Measuring Hidden Associations for Bias Control in Text-to-Image Compositions AAAI 2026 Identifying Features Associated with Bias Against 93 Stigmatized Groups in Language Models and Guardrail Model Safety Mitigation AAAI 2026 InsideOut: Measuring and Mitigating Insider–Outsider Bias in Interview Script Generation ACL 2026 Knowledge Control for Responsible Generative AI: Bridging Academia, Industry, and Society ACL 2026 Learning from Emptiness: De-biasing Listwise Rerankers with Content-Agnostic Probability Calibration ACL 2026 Mitigating Self-Preference by Authorship Obfuscation AAAI 2026 Multimodal Semantic Bias Mitigation for Diverse Text-To-3D Generation CVPR 2026 Observations and Remedies for Large Language Model Bias in Self-Consuming Performative Loop ACL 2026 Preconditioned Test-Time Adaptation for Out-of-Distribution Debiasing in Narrative Generation ACL 2026 Selective Test-Time Debiasing for CLIP via Reward Gating ACL 2026 Shifting Perspectives: Steering Vectors for Robust Bias Mitigation in LLMs EACL 2026 The Illusion of Fairness: Auditing Fairness Interventions in Algorithmic Hiring with Audit Studies AAAI 2026 The Silent Amplifier: In-Context Examples Fuel Bias in Large Language Models AAAI 2026 When Equal Isn’t Fair: Mitigating Over-Normalization in Large Language Models (Student Abstract) AAAI 2026 3DM: Distill, Dynamic Drop, and Merge for Debiasing Multi-modal Large Language Models ACL 2025 A Comprehensive Taxonomy of Bias Mitigation Methods for Hate Speech Detection ACL 2025