ResearchBenchmarksNeural Architecture Search Performance Prediction on PNAS (test)Neural Architecture Search Performance Prediction on PNAS (test)Follow0.444Kendall's TauGNN0.067520.165260.2630.36074Sep 30, 2025Evaluation resultsMethodMethodLinksKendall's TauGNNSamples=16Samples=162025.090.444FLAN^TSamples=16Samples=162025.090.43RLMSamples=16, Input=ONNX...Samples=16, Input=ONNX strings2025.090.427CATEEncoding=Transformer E...Encoding=Transformer Encoding, Samples=162025.090.217Arch2VecEncoding=Graph Encodin...Encoding=Graph Encoding, Samples=162025.090.184MLPEncoding=Adjacency Mat...Encoding=Adjacency Matrix, Samples=162025.090.082