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ResearchFormerly WizWand

Leduc Poker

Benchmarks

TaskDatasetSOTA resultTrendResults

Payoff prediction (Task A)

Leduc Poker

0.167MSE

7

Opponent-adaptive strategy selection

Leduc Poker 450-agent library (50 held-out opponents)

1.899Mean Payoff

7

Leduc Poker

3.5Raw Reward

6

Payoff prediction (Task B)

Leduc Poker

0.569MSE

5

Agent identification

Leduc Poker 500 eval agents

57.8Top-1 Accuracy

4

Agent identification

Leduc Poker (eval)

57.8Top-1 Accuracy

4

Counterfactual Regret Minimization

Leduc Poker

13.4Average Iteration Time (ms)

4

Payoff prediction (Task C)

Leduc Poker

0.007MSE

3

Payoff prediction (Task A - Fixed)

Leduc Poker

0.227MSE

3

Best-response payoff prediction

Leduc Poker

2.124Payoff

2

Payoff prediction (Task B - Pair)

Leduc Poker

0.569MSE (Payoff B)

2