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ResearchFormerly WizWand

Classification on tic-tac-toe

100AccuracyRRL
61.5271.5181.591.49Sep 30, 2021Jun 17, 2022Mar 4, 2023Nov 20, 2023Aug 6, 2024Apr 23, 2025Jan 9, 2026
Updated 5mo ago

Evaluation results

MethodLinks
RRLvalidation_strategy=5-fold cross validation2021.09100
DS-OPT#samples=958, #features=542022.06100
BRS#samples=958, #features=542022.06100
CG#samples=958, #features=542022.06100
AutoFeatBackbone=XGBoost, n (number of samples)=958, p (number of features)=92025.03100
LightGBMvalidation_strategy=5-fold cross validation2021.0999.9
BaseBackbone=XGBoost, n (number of samples)=958, p (number of features)=92025.0399.8
LLM-FEBackbone=XGBoost, n (number of samples)=958, p (number of features)=92025.0399.8
RIPPER#samples=958, #features=542022.0699.7
OCTreeBackbone=XGBoost, n (number of samples)=958, p (number of features)=92025.0399.7
CAAFEBackbone=XGBoost, n (number of samples)=958, p (number of features)=92025.0399.6
OpenFEBackbone=XGBoost, n (number of samples)=958, p (number of features)=92025.0399.4
XGBoostvalidation_strategy=5-fold cross validation2021.0999.27
RF#samples=958, #features=542022.0699.1
CRSvalidation_strategy=5-fold cross validation2021.0999.06
SBRLvalidation_strategy=5-fold cross validation2021.0998.85
CORELSvalidation_strategy=5-fold cross validation2021.0998.75
RFvalidation_strategy=5-fold cross validation2021.0998.75
LRvalidation_strategy=5-fold cross validation2021.0998.33
SVMvalidation_strategy=5-fold cross validation2021.0998.33
PLNN(MLP)validation_strategy=5-fold cross validation2021.0998.12
C4.5validation_strategy=5-fold cross validation2021.0994.26
CART#samples=958, #features=542022.0694.2
CARTvalidation_strategy=5-fold cross validation2021.0993.32
DeepSeek-V3.2Access=Closed-source2026.0188
Gemini3-FlashAccess=Closed-source2026.0186
FeatLLMBackbone=XGBoost, n (number of samples)=958, p (number of features)=92025.0365.3
GPT-4oAccess=Closed-source2026.0163