Ising model
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Absolute Free Energy Estimation | Ising Model | Absolute Free Energy (× 10³)-1,213.22 | 18 | |
| Property estimation of Ising model | Ising model beta=0.50 | Energy (E)1,781.68 | 15 | |
| Property estimation of Ising model | Ising model beta=0.44 | Energy (E)1,467.9 | 15 | |
| Thermodynamic property estimation | Ising model beta=0.42 | Energy (E)1,260.2 | 15 | |
| Thermodynamic property estimation | Ising model beta=0.40 | Energy1,129.28 | 15 | |
| Multi-Agent Reinforcement Learning | Ising Model N=10,000 (Mixed) | Normalized Return85.2 | 10 | |
| Multi-Agent Reinforcement Learning | Ising Model Med-Replay N=10,000 | Normalized Return88.8 | 10 | |
| Multi-Agent Reinforcement Learning | Ising Model Medium N=10,000 | Normalized Return94.5 | 10 | |
| Multi-Agent Reinforcement Learning | Ising Model N=10,000 (Expert) | Normalized Return95.8 | 10 | |
| Offline Reinforcement Learning | Ising Model N=1000 (Mixed) | Normalized Return79.3 | 10 | |
| Offline Reinforcement Learning | Ising Model N=1000 (Medium-Replay) | Normalized Return82.4 | 10 | |
| Offline Reinforcement Learning | Ising Model N=1000 (Medium) | Normalized Return87.9 | 10 | |
| Offline Reinforcement Learning | Ising Model N=1000 (Expert) | Normalized Return94.3 | 10 | |
| Sampling | Ising model beta_low=0.6 L=24, J=1 (test) | Magnetization9 | 3 | |
| Sampling | Ising model beta_critical=0.4407 L=24, J=1 (test) | Magnetization0.059 | 3 |
Showing 15 of 15 rows