Research map / Label-efficient and robust learning / Recognition and long-tail
Top-Down Deep Clustering with Multi-Generator GANs
Read the paperCheck your idea against 108,967 papers
AI-extracted summary. Written by AI from the paper's title only (no summary yet). Numbers and claims can be wrong or missing context, so check the paper before you cite or build on it.
Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| add refinement operations after raw splits (ablation) | HC-MGAN · MNIST | ACC: .877 -> .943 | Helped |
| add refinement operations after raw splits (ablation) | HC-MGAN · MNIST | NMI: .856 -> .905 | Helped |
| add refinement operations after raw splits (ablation) | HC-MGAN · FMNIST | ACC: .704 -> .721 | Helped |
| add refinement operations after raw splits (ablation) | HC-MGAN · FMNIST | NMI: .690 -> .691 | Helped |
| add refinement operations after raw splits (ablation) | HC-MGAN · SOP | ACC: .204 -> .229 | Helped |
| add refinement operations after raw splits (ablation) | HC-MGAN · SOP | NMI: .063 -> .072 | Helped |
Closest papers by meaning
- ClusterGAN: Latent Space Clustering in Generative Adversarial Networks (AAAI 2019 · similarity 0.91)
- Balanced Self-Paced Learning for Generative Adversarial Clustering Network (CVPR 2019 · similarity 0.90)
- MGAN: Training Generative Adversarial Nets with Multiple Generators (ICLR 2018 · similarity 0.88)
- On the Robustness of Deep Clustering Models: Adversarial Attacks and Defenses (NeurIPS 2022 · similarity 0.87)
- Adversarially Robust Deep Multi-View Clustering: A Novel Attack and Defense Framework (ICML 2024 · similarity 0.87)
- From Logits to Hierarchies: Hierarchical Clustering made Simple (ICML 2025 · similarity 0.86)
Writing a paper in this area? scime draft is a free LaTeX editor with AI included, real-time co-authors and a check of your references and venue rules before you submit. It also imports OpenAI Prism projects.