Theoretical Analysis
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Stochastic Optimization Convergence | Theoretical Analysis | Convergence Rate Bound4 | 23 | |
| Stochastic Minimax Optimization | Theoretical Analysis | Sample Complexity-4 | 9 | |
| Causal Structure Learning | Theoretical Analysis | Worst-case Cost2 | 9 | |
| Inference Complexity Analysis | Theoretical Analysis | Complexity (Point Generation)2 | 8 | |
| Communication Overhead Analysis | Theoretical analysis 80-bit security level | Total Overhead (bytes)1,664 | 6 | |
| Embedding Model Routing | Theoretical Analysis | Complexity Bound (Big O)2 | 4 | |
| Feature Attribution | Theoretical Analysis | Backward Pass Complexity1 | 2 | |
| Influence Estimation | Theoretical Analysis | Computational Complexity2 | 2 | |
| Multi-attribute steering | Theoretical Analysis | Cost per Token2 | 1 | |
| Convex Regression | Theoretical Analysis | Sample Complexity1 | 1 | |
| Linearly Homomorphic Ring Signature | Theoretical Analysis | Signature Size1 | 1 | |
| Byzantine-robust decentralized aggregation | Theoretical Analysis | Metric- | 0 | |
| Multi-task Gradient Conflict Resolution | Theoretical Analysis | Metric- | 0 | |
| Generalization Bound Estimation | Theoretical Analysis (train) | Metric- | 0 | |
| Sample Complexity Analysis | Theoretical Analysis | Metric- | 0 | |
| Offline Reinforcement Learning | Theoretical Analysis | Metric- | 0 |
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