Readmission Prediction (RA) on MIMIC-IV (test)
0.7757ROC AUCGraph-Walker
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Graph-WalkerParadigm=Ours, Backbone=Qwen3-32B2026.04 | 0.7757 | 0.6309 | 0.5951 | — | — | — | |
| ReToP_LlamaBackbone=Llama3-8B2026.01 | 0.7205 | 0.7825 | — | — | — | — | |
| ReToP_QwenBackbone=Qwen2.5-7B2026.01 | 0.7145 | 0.7792 | — | — | — | — | |
| ModernBERTMethod Category=Serialized Classifiers2026.01 | 0.7098 | 0.7725 | — | — | — | — | |
| BioMedBERTMethod Category=Serialized Classifiers2026.01 | 0.7036 | 0.7666 | — | — | — | — | |
| XGBoost2026.04 | 0.696 | 0.346 | 39.4 | 28.4 | 64.1 | 0.217 | |
| self-genMethod Category=Rewrite-then-Predict models2026.01 | 0.6919 | 0.7624 | — | — | — | — | |
| LightGBM2026.04 | 0.689 | 0.333 | 39 | 28.6 | 61.2 | 0.146 | |
| REMedMethod Category=EHR-oriented models2026.01 | 0.6826 | 0.7531 | — | — | — | — | |
| pi_v_oMethod Category=Rewrite-then-Predict models2026.01 | 0.6803 | 0.7437 | — | — | — | — | |
| pi_gu_edMethod Category=Rewrite-then-Predict models2026.01 | 0.6798 | 0.7457 | — | — | — | — | |
| Logistic Regression2026.04 | 0.675 | 0.326 | 38.1 | 27.9 | 59.9 | 0.224 | |
| pi_f_sMethod Category=Rewrite-then-Predict models2026.01 | 0.666 | 0.7234 | — | — | — | — | |
| RNNMethod Category=EHR-oriented models2026.01 | 0.6576 | 0.7249 | — | — | — | — | |
| pi_h_kMethod Category=Rewrite-then-Predict models2026.01 | 0.6525 | 0.7377 | — | — | — | — | |
| LlamaMethod Category=Serialized Classifiers2026.01 | 0.6493 | 0.7039 | — | — | — | — | |
| RETAINMethod Category=EHR-oriented models2026.01 | 0.6457 | 0.7074 | — | — | — | — | |
| pi_b_vMethod Category=Rewrite-then-Predict models2026.01 | 0.6447 | 0.7006 | — | — | — | — | |
| GRASPMethod Category=EHR-oriented models2026.01 | 0.6395 | 0.6892 | — | — | — | — | |
| pi_mrmr_dMethod Category=Rewrite-then-Predict models2026.01 | 0.6308 | 0.681 | — | — | — | — | |
| pi_rfe_dMethod Category=Rewrite-then-Predict models2026.01 | 0.6203 | 0.6755 | — | — | — | — | |
| EHR-embParadigm=Data Perspective, Backbone=Qwen3-32B2026.04 | 0.6132 | 0.4425 | 0.4624 | — | — | — | |
| QwenMethod Category=Serialized Classifiers2026.01 | 0.6106 | 0.6615 | — | — | — | — | |
| LACE (reference)2026.04 | 0.6 | — | — | — | — | — | |
| LlemrMethod Category=EHR-oriented models2026.01 | 0.592 | 0.6489 | — | — | — | — | |
| SFTParadigm=Supervised, Backbone=Qwen3-32B2026.04 | 0.5245 | 0.2611 | 0.402 | — | — | — | |
| Time-seriesParadigm=Data Perspective, Backbone=Qwen3-32B2026.04 | 0.5234 | 0.2702 | 0.4079 | — | — | — | |
| Delta-KNNParadigm=Model Perspective, Backbone=Qwen3-32B2026.04 | 0.5175 | 0.2674 | 0.4037 | — | — | — | |
| InfluenceParadigm=Model Perspective, Backbone=Qwen3-32B2026.04 | 0.5045 | 0.2763 | 0.4269 | — | — | — | |
| SPELLParadigm=Model Perspective, Backbone=Qwen3-32B2026.04 | 0.4856 | 0.259 | 0.4017 | — | — | — | |
| RandomParadigm=Vanilla, Backbone=Qwen3-32B2026.04 | 0.4825 | 0.2813 | 0.4222 | — | — | — | |
| Semantic-embParadigm=Data Perspective, Backbone=Qwen3-32B2026.04 | 0.4786 | 0.2607 | 0.4247 | — | — | — | |
| GradSelParadigm=Model Perspective, Backbone=Qwen3-32B2026.04 | 0.4708 | 0.2553 | 0.4193 | — | — | — | |
| IDSParadigm=Model Perspective, Backbone=Qwen3-32B2026.04 | 0.4693 | 0.2771 | 0.4316 | — | — | — | |
| CONEParadigm=Model Perspective, Backbone=Qwen3-32B2026.04 | 0.4535 | 0.2785 | 0.4173 | — | — | — | |
| LMS3Paradigm=Model Perspective, Backbone=Qwen3-32B2026.04 | 0.4528 | 0.2609 | 0.4279 | — | — | — | |
| Zero-shotParadigm=Vanilla, Backbone=Qwen3-32B2026.04 | 0.4419 | 0.2506 | 0.4257 | — | — | — |