Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: Bias-Tolerant Fair Classification   The label bias and selection bias are acknowledged as two reasons in data
that will hinder the fairness of machine-learning outcomes. The label bias
occurs when the labeling decision is disturbed by sensitive features, while the
selection bias occurs when subjective bias exists during the data sampling.
Even worse, models trained on such data can inherit or even intensify the
discrimination. Most algorithmic fairness approaches perform an empirical risk
minimization with predefined fairness constraints, which tends to trade-off
accuracy for fairness. However, such methods would achieve the desired fairness
level with the sacrifice of the benefits (receive positive outcomes) for
individuals affected by the bias. Therefore, we propose a
Bias-TolerantFAirRegularizedLoss (B-FARL), which tries to regain the benefits
using data affected by label bias and selection bias. B-FARL takes the biased
data as input, calls a model that approximates the one trained with fair but
latent data, and thus prevents discrimination without constraints required. In
addition, we show the effective components by decomposing B-FARL, and we
utilize the meta-learning framework for the B-FARL optimization. The
experimental results on real-world datasets show that our method is empirically
effective in improving fairness towards the direction of true but latent
labels.

17
The categories of this paper are: q-fin
9
The categories of this paper are: nlin
36
The categories of this paper are: cmp-lg
15
The categories of this paper are: nucl-ex
31
The categories of this paper are: ao-sci
22
The categories of this paper are: chao-dyn
34
The categories of this paper are: chem-ph
33
The categories of this paper are: plasm-ph
2
The categories of this paper are: math
20
The categories of this paper are: acc-phys
32
The categories of this paper are: atom-ph
14
The categories of this paper are: math-ph
10
The categories of this paper are: q-bio
19
The categories of this paper are: eess
25
The categories of this paper are: patt-sol
27
The categories of this paper are: comp-gas