Human Machine Collaborated Entity Alignment interesting papers summary

General Papers

1. Large-scale linked data integration using probabilistic reasoning and crowdsourcing (VLDB-13) [Paper]
2. Corleone: hands-off crowdsourcing for entity matching (SIGMOD-14) [Paper]
3. Crowd-Based Deduplication: An Adaptive Approach (SIGMOD-15) [Paper]
4. Online Entity Resolution Using an Oracle (PVLDB-16) [Paper]
5. Hike: A hybrid human-machine method for entity alignment in large-scale knowledge bases (CIKM-17) [Paper] ✨
6. Waldo: AnAdaptive Human Interface for Crowd Entity Resolution (SIGMOD-17) [Paper]
7. Falcon: Scaling Up Hands-Off Crowdsourced Entity Matching to Build Cloud Services (SIGMOD-17) [Paper]
8. Robust Entity Resolution using Random Graphs (SIGMOD-18) [Paper]
9. A partial-order-based framework for cost-effective crowdsourced entity resolution (VLDB-18) [Paper]
10. A Demonstration of PERC: Probabilistic Entity Resolution With Crowd Errors (VLDB-18) [Paper, Demo]
11. The return of JedAI: End-to-End Entity Resolution for Structured and Semi-Structured Data (VLDB-18) [Paper, Code]
12. Crowdsourced collective entity resolution with relational match propagation (ICDE-20) [Paper]
13. AuthCrowd: Author Name Disambiguation and Entity Matching using Crowdsourcing (CSCW-21) [Paper]

Quality Control

1. Hyper questions: Unsupervised targeting of a few experts in crowdsourcing (CIKM-17) [Paper, Dataset] ✨
2. Graph mining meets crowdsourcing: Extracting experts for answer aggregation (IJCAI-19) [Paper] ✨

Human Expertise

1. Modeling Topic-Based Human Expertise for Crowd Entity Resolution (Journal of computer science and technology) [Paper]

Task Distribution

1. Enabling quality control for entity resolution: A human and machine cooperation framework (ICDE-18) [Paper]

Non-human entity alignment

1. OAG: Toward linking large-scale heterogeneous entity graphs (KDD-19) [Paper] ✨
2. Knowledge Graph Alignment with Entity-Pair Embedding (EMNLP-20) [Paper] ✨
3. Knowledge Graph Alignment Network with Gated Multi-hop Neighborhood Aggregation (AAAI-20) [Paper, Code]
4. A Comprehensive Benchmark Framework for Active Learning Methods in Entity Matching (SIGMOD-20) [Paper]
5. ZeroER: Entity Resolution using Zero Labeled Examples (SIGMOD-20) [Paper]
6. Towards Interpretable and Learnable Risk Analysis for Entity Resolution (SIGMOD-20) [Paper]
7. Visual Pivoting for (Unsupervised) Entity Alignment (AAAI-21) [Paper, Code] ✨
8. Relation-Aware Neighborhood Matching Model for Entity Alignment (AAAI-21) [Paper, Code]
9. Improving the Efficiency and Effectiveness for Bert-Based Entity Resolution (AAAI-21) [Paper]

Survey Papers

1. Crowdsourced Data Management: Overview and Challenges (SIGMOD-17) [Paper]
2. Entity Resolution: Past, Present and Yet-to-Come (EDBT-20) [Paper]
3. A Benchmarking Study of Embedding-based Entity Alignment for Knowledge Graphs (VLDB-20) [Paper]