Fairness

DyePack: Provably Flagging Test Set Contamination in LLMs Using Backdoors EMNLP 2025 EF2X Exists for Four Agents AAAI 2025 Efficient and Rigorous Model-Agnostic Explanations IJCAI 2025 Efficient Counterexample-Guided Fairness Verification and Repair of Neural Networks Using Satisfiability Modulo Convex Programming IJCAI 2025 Efficient Unsupervised Shortcut Learning Detection and Mitigation in Transformers ICCV 2025 Eliminating Position Bias of Language Models: A Mechanistic Approach ICLR 2025 Elucidating Mechanisms of Demographic Bias in LLMs for Healthcare EMNLP 2025 EMBRACE: Shaping Inclusive Opinion Representation by Aligning Implicit Conversations with Social Norms IJCNLP 2025 EnDive: A Cross-Dialect Benchmark for Fairness and Performance in Large Language Models EMNLP 2025 Enhancing Robust Fairness via Confusional Spectral Regularization ICLR 2025 ENSUR: Equitable and Statistically Unbiased Recommendation ICML 2025 Ensuring Reliable and Transparent Algorithmic Fairness Through Optimal Transport and Uncertainty Quantification IJCAI 2025 EqualizeIR: Mitigating Linguistic Biases in Retrieval Models NAACL 2025 Equal Merit Does Not Imply Equality: Discrimination at Equilibrium in a Hiring Market with Symmetric Agents AAAI 2025 Equal Truth: Rumor Detection with Invariant Group Fairness EMNLP 2025 EtiCor++: Towards Understanding Etiquettical Bias in LLMs ACL 2025 EuroGEST: Investigating gender stereotypes in multilingual language models EMNLP 2025 EvA: Erasing Spurious Correlations with Activations ICLR 2025 EvalAssist: LLM-as-a-Judge Simplified AAAI 2025 Evaluating AI for Finance: Is AI Credible at Assessing Investment Risk Appetite? EMNLP 2025 Evaluating and Aligning Human Economic Risk Preferences in LLMs EMNLP 2025 Evaluating and Mitigating Linguistic Discrimination in Large Language Models: Perspectives on Safety Equity and Knowledge Equity IJCAI 2025 Evaluating Bias in LLMs for Job-Resume Matching: Gender, Race, and Education NAACL 2025 Evaluating Dialect Robustness of Language Models via Conversation Understanding COLING 2025 Evaluating Fairness in Large Vision-Language Models Across Diverse Demographic Attributes and Prompts EMNLP 2025