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Fairness

796 directly classified papers

Papers per year

Papers

Investigating the Security Threat Arising from “Yes-No” Implicit Bias in Large Language Models AAAI 2025
Fairness-Accuracy Trade-Offs: A Causal Perspective AAAI 2025
Fine-Grained Erasure in Text-to-Image Diffusion-based Foundation Models CVPR 2025
fairGNN-WOD: Fair Graph Learning Without Complete Demographics IJCAI 2025
Efficient Counterexample-Guided Fairness Verification and Repair of Neural Networks Using Satisfiability Modulo Convex Programming IJCAI 2025
The Impossibility of Fair LLMs ACL 2025
Federated Learning at the Forefront of Fairness: A Multifaceted Perspective IJCAI 2025
Towards Fairness with Limited Demographics via Disentangled Learning IJCAI 2025
Perspectives in Play: A Multi-Perspective Approach for More Inclusive NLP Systems IJCAI 2025
Causality-Inspired Disentanglement for Fair Graph Neural Networks IJCAI 2025
Adapting Psycholinguistic Research for LLMs: Gender-inclusive Language in a Coreference Context ACL 2025
Toward Fair and Accurate Cross-Domain Medical Image Segmentation: A VLM-Driven Active Domain Adaptation Paradigm ICCV 2025
Alleviating Performance Disparity in Adversarial Spatiotemporal Graph Learning Under Zero-Inflated Distribution AAAI 2025
Active Fourier Auditor for Estimating Distributional Properties of ML Models AAAI 2025
Common Sense Bias Modeling for Classification Tasks AAAI 2025
How Can We Diagnose and Treat Bias in Large Language Models for Clinical Decision-Making? NAACL 2025
Intrinsic Bias is Predicted by Pretraining Data and Correlates with Downstream Performance in Vision-Language Encoders NAACL 2025
FLEX: A Benchmark for Evaluating Robustness of Fairness in Large Language Models NAACL 2025
Causally Testing Gender Bias in LLMs: A Case Study on Occupational Bias NAACL 2025
Gender Bias in Instruction-Guided Speech Synthesis Models NAACL 2025
LLMs are Biased Teachers: Evaluating LLM Bias in Personalized Education NAACL 2025
“Women do not have heart attacks!” Gender Biases in Automatically Generated Clinical Cases in French NAACL 2025
Rejected Dialects: Biases Against African American Language in Reward Models NAACL 2025
Large Language Models and Causal Inference in Collaboration: A Comprehensive Survey NAACL 2025
Social Hatred: Efficient Multimodal Detection of Hatemongers ACL 2025