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Fairness

3337 directly classified papers

Papers per year

Papers

Unequal Representations: Analyzing Intersectional Biases in Word Embeddings Using Representational Similarity Analysis COLING 2020
Interdependencies of Gender and Race in Contextualized Word Embeddings COLING 2020
Can Existing Methods Debias Languages Other than English? First Attempt to Analyze and Mitigate Japanese Word Embeddings COLING 2020
Achieving Outcome Fairness in Machine Learning Models for Social Decision Problems IJCAI 2020
Individual Fairness Revisited: Transferring Techniques from Adversarial Robustness IJCAI 2020
Do We Need Zero Training Loss After Achieving Zero Training Error? ICML 2020
Argument from Old Man’s View: Assessing Social Bias in Argumentation COLING 2020
Does Gender Matter? Towards Fairness in Dialogue Systems COLING 2020
Gender and sentiment, critics and authors: a dataset of Norwegian book reviews COLING 2020
DeBayes: a Bayesian Method for Debiasing Network Embeddings ICML 2020
Causal Modeling for Fairness In Dynamical Systems ICML 2020
AraWEAT: Multidimensional Analysis of Biases in Arabic Word Embeddings COLING 2020
A Causal Inference Method for Reducing Gender Bias in Word Embedding Relations AAAI 2020
Algorithmic Bias in Recidivism Prediction: A Causal Perspective (Student Abstract) AAAI 2020
Adversarial Graph Embeddings for Fair Influence Maximization over Social Networks IJCAI 2020
Trade the System Efficiency for the Income Equality of Drivers in Rideshare IJCAI 2020
FNNC: Achieving Fairness through Neural Networks IJCAI 2020
Metamorphic Testing and Certified Mitigation of Fairness Violations in NLP Models IJCAI 2020
A General Framework for Implicit and Explicit Debiasing of Distributional Word Vector Spaces AAAI 2020
Multidimensional Analysis of Trust in News Articles (Student Abstract) AAAI 2020
Verifying Individual Fairness in Machine Learning Models UAI 2020
Learning Fair Policies in Multi-Objective (Deep) Reinforcement Learning with Average and Discounted Rewards ICML 2020
Optimal and Non-Discriminative Rehabilitation Program Design for Opioid Addiction Among Homeless Youth IJCAI 2020
FuzzE: Fuzzy Fairness Evaluation of Offensive Language Classifiers on African-American English AAAI 2020
Fair k-Centers via Maximum Matching ICML 2020