Research map / Learning theory and algorithms / Fairness
Bursting the Filter Bubble: Fairness-Aware Network Link Prediction
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| add adversarial pair-level fairness (FLIP) to DeepWalk link prediction | DeepWalk · Google+ | AUC: 0.7708 -> 0.8575 | Helped |
| add adversarial pair-level fairness (FLIP) to DeepWalk link prediction | DeepWalk · Facebook | AUC: 0.951 -> 0.8601 | Hurt |
| add adversarial pair-level fairness (FLIP) to DeepWalk link prediction | DeepWalk · Dutch school | modred: -0.0471 -> 0.3592 | Helped |
| apply greedy modularity post-processing (3% flips) to Jaccard | Jaccard · Facebook | modred: -0.1494 -> 0.6613 | Helped |
| apply greedy modularity post-processing (3% flips) to Jaccard | Jaccard · Google+ | AUC: 0.7932 -> 0.7399 | Hurt |
| apply equalized-odds post-processing (PEO) to DeepWalk | DeepWalk · Dutch school | AUC: 0.5287 -> 0.4908 | Hurt |
| apply equalized-odds post-processing (PEO) to baselines | Jac, Ad-Ad, Pr-At, DW · Facebook | modred: Jac -0.1494 -> -0.5575; Ad-Ad 0.2224 -> 0.0132 | Mixed |
| apply equalized-odds post-processing (PEO) to Jaccard | Jaccard · Google+ | modred: 0.0932 -> 3.4696 | Helped |
Closest papers by meaning
- Networked Inequality: Preferential Attachment Bias in Graph Neural Network Link Prediction (ICML 2024 · similarity 0.87)
- Fair Graph U-Net: A Fair Graph Learning Framework Integrating Group and Individual Awareness (AAAI 2025 · similarity 0.85)
- Implicit degree bias in the link prediction task (ICML 2025 · similarity 0.84)
- Link Prediction in Multilayer Networks via Cross-Network Embedding (AAAI 2024 · similarity 0.84)
- FairWire: Fair Graph Generation (NeurIPS 2024 · similarity 0.84)
- Chasing Fairness in Graphs: A GNN Architecture Perspective (AAAI 2024 · similarity 0.84)
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