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ResearchFormerly WizWand

GridWorld

Benchmarks

TaskDatasetSOTA resultTrendResults

Question Answering

GridWorld (full)

95Accuracy

22

Environment Unlearning

GridWorld

100Reconstruction Rate (Pre-unlearn)

18

Anomaly Detection

Gridworld (test)

88.25Mechanism Mean AUPR

13

Anomaly Detection

Gridworld newobj

98.22AUROC

13

Anomaly Detection

Gridworld mechanism

84.59AUROC

13

POMDP Abstraction

GridWorld 3 x 3

0Validation Error

10

Trajectory Unlearning

GridWorld (test)

96Pre-unlearn Score

9

Trajectory Unlearning

GridWorld

98Unlearn Efficacy

9

State Inference Attack

GridWorld

99Pre-unlearn Acc

9

Proactive Assistance

Gridworld

24.5Speedup

8

8x8 two-room gridworld (test)

0.89Validity (%)

8

Reinforcement Learning

GridWorld

0.142Average Update Time (s)

7

Multi-Agent Nash Equilibrium

GridWorld

0.005Final Magnitude |h|

6

Gridworld

42.9Avg Episode Return

6

GridWorld (test)

1.33Flow Matching Loss

5

GridWorld (val)

1.25Flow Matching Loss

5

Inverse Transition Learning

Gridworld

78Epsilon Matching

5

Inverse Transition Learning

Gridworld 40% stochastic-policy states

0.37Epsilon Matching Error

5

Reinforcement Learning

Gridworld

33Sample Complexity

5

Deep Reinforcement Learning

Gridworld (test)

74.2Usefulness

4

Navigation Reasoning

Gridworld o.o.d 20x20 (out-of-domain)

91.5Pass@1

4

Navigation Reasoning

Gridworld 10x10 (in-domain)

100Pass@1

4

Reinforcement Learning Convergence

GridWorld 5x5

6Median Episodes to Converge

3

Reinforcement Learning Convergence

GridWorld 3x3

6Median Episodes to Converge

3

Multi-Objective Constraint Inference

5x5 Gridworld

0.027CMSE

3