Fairness

Certifying Counterfactual Bias in LLMs ICLR 2025 Challenges and Remedies of Domain-Specific Classifiers as LLM Guardrails: Self-Harm as a Case Study NAACL 2025 Characterizing Positional Bias in Large Language Models: A Multi-Model Evaluation of Prompt Order Effects EMNLP 2025 ChronoBias: A Benchmark for Evaluating Time-conditional Group Bias in the Time-sensitive Knowledge of Large Language Models EMNLP 2025 Classifier-to-Bias: Toward Unsupervised Automatic Bias Detection for Visual Classifiers CVPR 2025 CoBA: Counterbias Text Augmentation for Mitigating Various Spurious Correlations via Semantic Triples EMNLP 2025 Colombian Waitresses y Jueces canadienses: Gender and Country Biases in Occupation Recommendations from LLMs ACL 2025 Common Sense Bias Modeling for Classification Tasks AAAI 2025 Comparing Bad Apples to Good Oranges Aligning Large Language Models via Joint Preference Optimization ACL 2025 Computational Thinking with Computer Vision: Developing AI Competency in an Introductory Computer Science Course AAAI 2025 Conflicts in Texts: Data, Implications and Challenges EMNLP 2025 Conformal Prediction Sets Can Cause Disparate Impact ICLR 2025 Conspiracy Theories and Where to Find Them on TikTok ACL 2025 Constrained Fair and Efficient Allocations AAAI 2025 Constrained Serial Dictatorships Can Be Fair IJCAI 2025 Constructing Fair Latent Space for Intersection of Fairness and Explainability AAAI 2025 Controllable Feature Whitening for Hyperparameter-Free Bias Mitigation ICCV 2025 Controlling Large Language Models Through Concept Activation Vectors AAAI 2025 Controlling Multimodal LLMs via Reward-guided Decoding ICCV 2025 Coverage-based Fairness in Multi-document Summarization NAACL 2025 COVER: Context-Driven Over-Refusal Verification in LLMs ACL 2025 Cross-Lingual Transfer of Debiasing and Detoxification in Multilingual LLMs: An Extensive Investigation ACL 2025 CSEval: Towards Automated, Multi-Dimensional, and Reference-Free Counterspeech Evaluation using Auto-Calibrated LLMs NAACL 2025 CUGF: A Reliable and Fair Recommendation Framework AAAI 2025 Cultural Alignment in Large Language Models: An Explanatory Analysis Based on Hofstede’s Cultural Dimensions COLING 2025