A Unifying Framework for Fairness-Aware Influence Maximization (full paper) Golnoosh Farnadi (Mila/University of Montreal)i; Behrouz Babaki (Polytechnique Montreal); Michel Gendreau (Polytechnique Montreal)

Fairness of Classification Using Users’ Social Relationships in Online Peer-To-Peer Lending (full paper) Yanying Li (Stevens Institute of Technology);Wendy Hui Wang (Stevens Institute of Technology); Yue Ning (Stevens Institute of Technology); Rong Liu (Stevens Institute of Technology);Ying Wu (Stevens Institute of Technology)

Quantifying Gender Bias in Different Corpora (full paper) Marzieh Babaeianjelodar(Clarkson University; Stephen Lorenz (Clarkson University); Josh Gordon (Clarkson University); Jeanna Matthews (Clarkson University); Evan Freitag (EGF Statistical Consulting)

Beyond Next Step Bias: Trajectory Simulation for Understanding Recommender System Behavior (discussion paper) Sirui Yao (Virginia Tech); Alex Beutel (Google); Jilin Chen (Google); Xuezhi Wang (Google); Yoni Halpern (Google); Kang Lee (Google); Flavien Prost (Google); Ed H. Chi (Google); Nithum Thain (Google)

Fairness through Equality of Effort (full paper) Wen Huang (University of Arkansas); Yongkai Wu (University of Arkansas); Lu Zhang (University of Arkansas); Xintao Wu (University of Arkansas)

Convex Fairness Constrained Model Using Causal Effect Estimators (full paper) Hikaru Ogura (The University of Tokyo); Akiko Takeda (The University of Tokyo, RIKEN )

Accountable AI? Don’t forget the supply chain! (discussion paper) Jatinder Singh (University of Cambridge)

Representativeness of Abortion Legislation Debate on Twitter: A Case Study in Argentina and Chile (full paper) Eduardo Graells-Garrido (Barcelona Supercomputing Center, Universidad del Desarrollo); Ricardo Baeza-Yates  (NTENT, Northeastern University, Universitat Pompeu Fabra, Universidad de Chile); Mounia Lalmas (Spotify)

Mitigating Cognitive Biases in Machine Learning Algorithms for Decision Making (short paper) Christopher G. Harris (University of Northern Colorado)

Avoiding Disparate Treatment in Mitigating Disparate Impact (discussion paper) Manish Raghavan (Cornell University); Briana Vecchione (Cornell University)

Studying Political Bias Using Word Embeddings (short paper) Joshua Gordon  (Clarkson University); Marzieh Babaeianjelodar  (Clarkson University) ; Jeanna Matthews (Clarkson University