PACE: Learning Effective Task Decomposition for Human-in-the-loop Healthcare Delivery
Summary: PACE learns task decomposition for healthcare using a reject option routing easy tasks to model and hard tasks to clinicians. Two-level design: Self-Paced Learning selects easy tasks; micro revision tunes weights for better easy-task accuracy. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Kaiping Zheng
- 2. Gang Chen
- 3. Melanie Herschel
- 4. Kee Yuan Ngiam
- 5. Beng Chin Ooi
- 6. Jinyang Gao
Incoming Citations (Sorted by Pagerank)
Showing 5 of 5 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 3,148 | ARM-Net: Adaptive Relation Modeling Network for Structured Data | 2021 | SIGMOD | 7.4751269e-05 |
| 10,100 | AixelNet: A Pre-trained Model with Table-aware Adaptation for Structured Data Prediction | 2026 | SIGMOD | 4.1945683e-05 |
| 10,601 | Less is More: Efficient Time Series Dataset Condensation via Two-fold Modal Matching | 2025 | VLDB | 4.1945683e-05 |
| 11,034 | CohortNet: Empowering Cohort Discovery for Interpretable Healthcare Analytics | 2024 | VLDB | 4.1945683e-05 |
| 13,218 | DyHealth: Making Neural Networks Dynamic for Effective Healthcare Analytics | 2022 | VLDB | - |
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Outgoing Citations (Sorted by Pagerank)
Showing 3 of 3 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 1,491 | CDAS: A Crowdsourcing Data Analytics System | 2012 | VLDB | 0.00011694982 |
| 3,148 | ARM-Net: Adaptive Relation Modeling Network for Structured Data | 2021 | SIGMOD | 7.4751269e-05 |
| 11,594 | TRACER: A Framework for Facilitating Accurate and Interpretable Analytics for High Stakes Applications | 2020 | SIGMOD | 4.1945683e-05 |
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