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Fairness

3337 directly classified papers

Papers per year

Papers

Automatic Generation of Model and Data Cards: A Step Towards Responsible AI NAACL 2024
What the Harm? Quantifying the Tangible Impact of Gender Bias in Machine Translation with a Human-centered Study EMNLP 2024
An Information-Flow Perspective on Algorithmic Fairness AAAI 2024
The Generation Gap: Exploring Age Bias in the Value Systems of Large Language Models EMNLP 2024
Exploring Cross-Cultural Differences in English Hate Speech Annotations: From Dataset Construction to Analysis NAACL 2024
Multi-Dimensional Fair Federated Learning AAAI 2024
Do Large Language Models Rank Fairly? An Empirical Study on the Fairness of LLMs as Rankers NAACL 2024
Is there Gender Bias in Dependency Parsing? Revisiting “Women’s Syntactic Resilience” ACL 2024
NeSyFOLD: A Framework for Interpretable Image Classification AAAI 2024
Gender Bias in Turkish Word Embeddings: A Comprehensive Study of Syntax, Semantics and Morphology Across Domains ACL 2024
Fair Participation via Sequential Policies AAAI 2024
Evaluating Short-Term Temporal Fluctuations of Social Biases in Social Media Data and Masked Language Models EMNLP 2024
FAIR-FER: A Latent Alignment Approach for Mitigating Bias in Facial Expression Recognition (Student Abstract) AAAI 2024
OffsetBias: Leveraging Debiased Data for Tuning Evaluators EMNLP 2024
A Study of Implicit Ranking Unfairness in Large Language Models EMNLP 2024
Evaluating the Validity of Word-level Adversarial Attacks with Large Language Models ACL 2024
DiversityMedQA: A Benchmark for Assessing Demographic Biases in Medical Diagnosis using Large Language Models EMNLP 2024
Reconciling Predictive and Statistical Parity: A Causal Approach AAAI 2024
Social Bias Probing: Fairness Benchmarking for Language Models EMNLP 2024
Towards Algorithmic Fidelity: Mental Health Representation across Demographics in Synthetic vs. Human-generated Data COLING 2024
Learning Performance Maximizing Ensembles with Explainability Guarantees AAAI 2024
Linguistic Bias in ChatGPT: Language Models Reinforce Dialect Discrimination EMNLP 2024
BiasAlert: A Plug-and-play Tool for Social Bias Detection in LLMs EMNLP 2024
Towards Fair Graph Federated Learning via Incentive Mechanisms AAAI 2024
FedLF: Layer-Wise Fair Federated Learning AAAI 2024