Table 6: Average ROC AUC score of 10-Fold binary OOS Detection. Row-wise highest scores are given in bold.
Data	Training	MLE	Temp	Stdev	Ent	CE	BC	Cbr	Cos	JS	Euc	KL	Helng.
ACID	MLE	90.93	91.83	91.54	91.98	92.01	91.40	90.18	91.54	92.08	91.54	92.14	92.13
LMCL	94.05	94.07	94.23	94.04	93.72	89.31	85.54	94.23	93.88	94.23	93.91	93.89
DRM	93.23	92.43	93.54	93.95	91.70	94.07	93.67	93.54	94.00	93.54	92.92	93.85
Reg.	95.98	96.56	96.15	96.50	97.06	96.82	97.10	96.15	96.84	96.15	96.75	96.81
Binary	97.19	-	-	-	-	-	-	-	-	-	-	-
D2U-CE	95.63	96.22	95.85	96.17	96.75	96.43	96.72	95.85	96.47	95.85	96.42	96.46
D2U-KL	95.47	96.25	95.65	96.06	96.78	96.47	96.77	95.65	96.49	95.65	96.37	96.45
D2U-S	94.46	95.14	94.80	95.24	95.88	95.55	95.61	94.80	95.63	94.80	95.54	95.61
Banking	MLE	94.92	96.15	95.88	96.66	97.03	96.89	96.09	95.88	96.99	95.88	96.91	96.97
LMCL	97.19	97.20	97.32	97.15	96.88	94.07	91.61	97.32	97.01	97.32	97.04	97.03
DRM	96.12	96.97	96.70	97.47	96.56	98.06	97.93	96.70	97.97	96.70	97.28	97.88
Reg.	98.95	99.12	99.03	99.13	99.19	99.16	99.18	99.03	99.18	99.03	99.16	99.17
Binary	99.88	-	-	-	-	-	-	-	-	-	-	-
D2U-CE	99.07	99.28	99.14	99.24	99.36	99.26	99.29	99.14	99.28	99.14	99.29	99.29
D2U-KL	98.99	99.19	99.07	99.15	99.25	99.19	99.22	99.07	99.22	99.07	99.22	99.22
D2U-S	97.83	98.53	98.12	98.43	98.79	98.61	98.65	98.12	98.65	98.12	98.63	98.64
CLINC	MLE	95.34	96.16	95.52	95.90	96.32	96.09	96.26	95.52	96.24	95.52	96.20	96.25
LMCL	96.31	96.30	96.30	96.14	95.81	92.51	86.08	96.30	95.95	96.30	96.02	95.99
DRM	95.85	94.47	96.00	96.19	93.78	96.29	95.73	96.00	95.88	96.00	95.07	95.63
Reg.	97.29	97.63	97.31	97.47	97.58	97.52	97.55	97.31	97.62	97.31	97.65	97.64
Binary	85.57	-	-	-	-	-	-	-	-	-	-	-
D2U-CE	97.08	97.47	97.14	97.30	97.48	97.27	97.31	97.14	97.42	97.14	97.48	97.45
D2U-KL	96.86	97.29	96.90	97.04	97.29	97.07	97.12	96.90	97.20	96.90	97.26	97.23
D2U-S	96.71	97.54	96.85	97.15	97.69	97.22	97.33	96.85	97.42	96.85	97.53	97.48
HWU64	MLE	79.29	80.46	79.95	80.90	80.32	81.49	80.49	79.95	81.16	79.95	80.92	81.05
LMCL	84.28	84.37	84.98	85.17	85.33	84.04	82.50	84.98	85.28	84.98	85.27	85.27
DRM	79.32	79.05	80.00	80.67	78.68	81.55	80.50	80.00	80.75	80.00	79.66	80.31
Reg.	83.38	86.34	84.19	85.68	87.05	86.78	87.22	84.19	86.70	84.19	86.51	86.62
Binary	88.02	-	-	-	-	-	-	-	-	-	-	-
D2U-CE	83.64	86.58	84.42	85.80	87.37	87.09	87.60	84.42	86.98	84.42	86.77	86.89
D2U-KL	83.46	86.44	84.14	85.50	87.19	86.71	87.27	84.14	86.64	84.14	86.54	86.62
D2U-S	79.67	81.74	80.42	81.69	82.23	82.86	82.57	80.42	82.41	80.42	82.13	82.27
SNIPS	MLE	95.45	96.20	95.50	95.70	96.33	95.61	95.83	95.50	95.86	95.50	96.15	96.04
LMCL	85.18	87.54	88.20	90.45	93.15	89.91	93.08	88.20	91.69	88.20	91.87	91.76
DRM	93.58	94.47	93.63	93.82	94.58	93.75	93.95	93.63	93.98	93.63	94.43	94.13
Reg.	98.61	98.74	98.61	98.64	98.76	98.62	98.63	98.61	98.65	98.61	98.73	98.67
Binary	98.91	-	-	-	-	-	-	-	-	-	-	-
D2U-CE	98.51	98.60	98.52	98.53	98.61	98.52	98.54	98.52	98.54	98.52	98.60	98.56
D2U-KL	98.97	99.15	98.99	99.01	99.16	98.99	99.02	98.99	99.04	98.99	99.14	99.09
D2U-S	98.24	98.37	98.25	98.30	98.39	98.29	98.32	98.25	98.32	98.25	98.37	98.34
TOP	MLE	74.23	73.23	74.26	74.19	73.24	74.32	74.36	74.26	74.18	74.26	73.25	73.76
LMCL	70.62	70.11	70.72	70.88	70.11	70.58	71.29	70.72	70.95	70.72	70.43	70.70
DRM	76.97	76.59	76.99	76.96	76.61	77.06	77.13	76.99	76.98	76.99	76.60	76.83
Reg.	96.45	96.57	96.45	96.47	96.57	96.45	96.47	96.45	96.49	96.45	96.56	96.52
Binary	97.29	-	-	-	-	-	-	-	-	-	-	-
D2U-CE	97.30	97.42	97.30	97.33	97.42	97.31	97.34	97.30	97.35	97.30	97.41	97.38
D2U-KL	97.39	97.50	97.41	97.43	97.50	97.42	97.43	97.41	97.44	97.41	97.49	97.46
D2U-S	94.68	94.94	94.71	94.76	94.94	94.75	94.78	94.71	94.80	94.71	94.92	94.87