| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Opponent-adaptive strategy selection | Liar's Dice 450-agent library (50 held-out opponents) | Mean Payoff0.538 | 7 | |
| Agent identification | Liar’s Dice (500 eval agents) | Top-1 Accuracy89.5 | 4 | |
| CFR solver performance | Liar's dice | Average Iteration Time (s)1.31 | 4 | |
| Payoff prediction (Task A - Fixed) | Liar's Dice | MSE0.015 | 3 | |
| Payoff prediction (Task B - Pair) | Liar's Dice | MSE0.041 | 2 | |
| Counterfactual Regret Minimization | Liar's dice | Speedup1.5 | 1 | |
| Head-to-Head Evaluation | Liar's Dice | Utility vs MMD0.01 | 1 |