Research map / Architectures and efficiency / RNNs and normalization
Towards Inference Efficient Deep Ensemble Learning
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 |
|---|---|---|---|
| Use learned sequential halting and joint model-selector optimization instead of averaging all models | ResNet-18 ensemble · CIFAR-10 | Top-1 accuracy (%): +0.19% | Helped |
| Use learned sequential halting rather than running the full average ensemble | ResNet-18 ensemble · CIFAR-10 | Cost: 56.0% | Helped |
| Use IRENE instead of average ensemble | ResNet-32 ensemble · CIFAR-10 | Top-1 accuracy (%): 94.46 -> 94.46 | No clear effect |
| Use IRENE instead of average ensemble | ResNet-18 ensemble · CIFAR-100 | Top-1 accuracy (%): 80.28 -> 80.10 | No clear effect |
| Optimize the selector with ensemble-performance, cost, and ranking objectives (ablation) | IRENE · CIFAR-10 | Utility | Helped |
| Optimize base models jointly with the selector using the ranking objective (ablation) | IRENE · CIFAR-10 | Utility | Helped |
| Add the ranking objective to base-model and selector training (ablation) | IRENE · CIFAR-10 | Base-model loss | Helped |
Closest papers by meaning
- Unifying Stacking and Cascading for Efficient Ensemble Inference (ICML 2026 · similarity 0.89)
- Progressive Ensemble Distillation: Building Ensembles for Efficient Inference (NeurIPS 2023 · similarity 0.88)
- United We Stand: Using Epoch-Wise Agreement of Ensembles to Combat Overfit (AAAI 2024 · similarity 0.86)
- Theoretical Limitations of Ensembles in the Age of Overparameterization (ICML 2025 · similarity 0.86)
- Out-of-Distribution Detection via Deep Multi-Comprehension Ensemble (ICML 2024 · similarity 0.86)
- No Free Lunch from Random Feature Ensembles: Scaling Laws and Near-Optimality Conditions (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.