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Fairness

796 directly classified papers

Papers per year

Papers

A Little Charity Guarantees Fair Connected Graph Partitioning AAAI 2022
Truthful Aggregation of Budget Proposals with Proportionality Guarantees AAAI 2022
Fair and Efficient Allocations of Chores under Bivalued Preferences AAAI 2022
Gradient Based Activations for Accurate Bias-Free Learning AAAI 2022
Fast and Efficient MMD-Based Fair PCA via Optimization over Stiefel Manifold AAAI 2022
On the Impossibility of Non-trivial Accuracy in Presence of Fairness Constraints AAAI 2022
Equity Promotion in Online Resource Allocation AAAI 2022
Leashing the Inner Demons: Self-Detoxification for Language Models AAAI 2022
Gradual (In)Compatibility of Fairness Criteria AAAI 2022
Investigations of Performance and Bias in Human-AI Teamwork in Hiring AAAI 2022
Fairness by “Where”: A Statistically-Robust and Model-Agnostic Bi-level Learning Framework AAAI 2022
Longitudinal Fairness with Censorship AAAI 2022
Participatory Machine Learning Models in Feminicide News Alert Detection AAAI 2022
LITMUS Predictor: An AI Assistant for Building Reliable, High-Performing and Fair Multilingual NLP Systems AAAI 2022
Understanding Gender Bias in Knowledge Base Embeddings ACL 2022
Learning Disentangled Textual Representations via Statistical Measures of Similarity ACL 2022
DiBiMT: A Novel Benchmark for Measuring Word Sense Disambiguation Biases in Machine Translation ACL 2022
Darkness can not drive out darkness: Investigating Bias in Hate SpeechDetection Models ACL 2022
Entropy-based Attention Regularization Frees Unintended Bias Mitigation from Lists ACL 2022
First the Worst: Finding Better Gender Translations During Beam Search ACL 2022
Roadblocks in Gender Bias Measurement for Diachronic Corpora ACL 2022
A Study on the Distribution of Social Biases in Self-Supervised Learning Visual Models CVPR 2022
Whose Language Counts as High Quality? Measuring Language Ideologies in Text Data Selection EMNLP 2022
Does Your Model Classify Entities Reasonably? Diagnosing and Mitigating Spurious Correlations in Entity Typing EMNLP 2022
Looking at the Overlooked: An Analysis on the Word-Overlap Bias in Natural Language Inference EMNLP 2022