notesum.ai

Published at December 3

cs.LG

Released Date: December 3, 2024

Authors: Lillian Muyama¹, Estelle Lu, Geoffrey Cheminet, Jacques Pouchot, Bastien Rance, Anne-Isabelle Tropeano, Antoine Neuraz, Adrien Coulet

Aff.: ¹Inria Paris, Paris, 75013, France

Model	Accuracy	F1	ROC-AUC	MEL
Random agent	8.60 ± 4.03	5.91 ± 3.18	46.73 ± 6.40	2.02 ± 0.12
Tree-based agent	57.02 ± 0.00	27.9 ± 0.00	69.75 ± 0.00	3.18 ± 0.00
RWD-trained DT	81.93 ± 0.45	55.82 ± 0.94	75.47 ± 0.50	10.72 ± 0.00
Random Forest	86.84 ± 0.93	57.29 ± 1.36	75.69 ± 0.56	N/A
XGBoost	84.21 ± 0.00	61.77 ± 0.00	78.61 ± 0.00	N/A
FFNN	75.44 ± 2.65	45.34 ± 5.92	70.99 ± 2.65	N/A
Best DQN (Fine-tuned Dueling DQN-PER)	77.19 ± 0.00	63.48 ± 0.00	77.67 ± 0.00	3.19 ± 0.00