Bias Mitigation

Self-Paced Fair Ranking with Loss as a Proxy for Bias
Self-paced fair ranking using loss as a proxy for bias.
Bias-Aware Curriculum Sampling For Fair Ranking
Bias-aware curriculum sampling for fair ranking.
Gender disentangled representation learning in neural rankers
Gender disentangled representation learning in neural rankers for bias mitigation.
Who Gets to be an Expert? The Hidden Bias in Expert Finding
Investigating hidden biases in expert finding systems.
De-biasing relevance judgements for fair ranking
Methods for de-biasing relevance judgements for fair ranking.
A Light-Weight Strategy for Restraining Gender Biases in Neural Rankers
Light-weight strategy for restraining gender biases in neural rankers.
A Light-Weight Strategy for Restraining Gender Biases in Neural Rankers
Light-weight strategy for restraining gender biases in neural rankers.
Bias-aware Fair Neural Ranking for Addressing Stereotypical Gender Biases
Bias-aware fair neural ranking for addressing stereotypical gender biases.
Gender fairness in information retrieval systems
Approaches for ensuring gender fairness in information retrieval systems.