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Adaptive Consensus ADMM for Distributed Optimization
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Use ACADMM's worker-specific curvature-based penalty adaptation instead of AADMM | Elastic net regression · MNIST | iterations: 40 -> 14 | Helped |
| Use ACADMM's worker-specific curvature-based penalty adaptation instead of fixed-penalty CADMM | Elastic net regression · CIFAR10 | iterations: 100+ -> 35 | Helped |
| Use ACADMM's worker-specific curvature-based penalty adaptation instead of AADMM | Elastic net regression · RCV1 | iterations: 20 -> 8 | Helped |
| Use ACADMM's worker-specific curvature-based penalty adaptation instead of AADMM | Elastic net regression · Realsim | iterations: 14 -> 9 | Helped |
| Use ACADMM's worker-specific curvature-based penalty adaptation instead of RB-ADMM | Sparse logistic regression · Synthetic2 | iterations: 247 -> 114 | Helped |
| Use ACADMM's worker-specific curvature-based penalty adaptation instead of CRB-ADMM | Sparse logistic regression · MNIST | iterations: 203 -> 149 | Helped |
| Use ACADMM's worker-specific curvature-based penalty adaptation instead of CRB-ADMM | Sparse logistic regression · CIFAR10 | iterations: 149 -> 44 | Helped |
| Use ACADMM's worker-specific curvature-based penalty adaptation instead of CRB-ADMM | Sparse logistic regression · News20 | iterations: 207 -> 137 | Helped |
| Use ACADMM's worker-specific curvature-based penalty adaptation instead of RB-ADMM | SVM · Synthetic2 | iterations: 69 -> 25 | Helped |
| Use ACADMM's worker-specific curvature-based penalty adaptation instead of AADMM | SVM · MNIST | iterations: 73 -> 41 | Helped |
| Use ACADMM's worker-specific curvature-based penalty adaptation instead of RB-ADMM | SVM · CIFAR10 | iterations: 227 -> 62 | Helped |
| Use ACADMM's worker-specific curvature-based penalty adaptation instead of AADMM | SVM · Realsim | iterations: 442 -> 347 | Helped |
Closest papers by meaning
- Fast ADMM Algorithm for Distributed Optimization with Adaptive Penalty (AAAI 2016 · similarity 0.93)
- A Communication Efficient Stochastic Multi-Block Alternating Direction Method of Multipliers (NeurIPS 2019 · similarity 0.91)
- ADMM without a Fixed Penalty Parameter: Faster Convergence with New Adaptive Penalization (NeurIPS 2017 · similarity 0.89)
- Adaptive Relaxed ADMM: Convergence Theory and Practical Implementation (CVPR 2017 · similarity 0.87)
- ADMM for Nonconvex Optimization under Minimal Continuity Assumption (ICLR 2025 · similarity 0.86)
- Optimizing ADMM and Over-Relaxed ADMM Parameters for Linear Quadratic Problems (AAAI 2024 · similarity 0.85)
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