Table 10: Average F1 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	87.51	88.21	89.24	89.03	88.69	88.24	86.95	89.24	89.45	89.24	89.71	89.24
LMCL	90.14	90.46	90.47	89.52	89.05	84.60	81.99	90.47	89.20	90.47	89.35	89.22
DRM	89.00	90.83	90.42	91.34	90.83	91.85	91.51	90.42	91.81	90.42	91.40	91.70
Reg.	95.10	95.28	95.46	95.58	95.58	95.67	95.89	95.46	95.62	95.46	95.65	95.63
Binary	96.07	-	-	-	-	-	-	-	-	-	-	-
D2U-CE	94.43	94.60	94.80	95.09	95.55	95.47	95.61	94.80	95.46	94.80	95.42	95.46
D2U-KL	95.19	95.55	95.64	95.88	96.01	95.99	96.08	95.64	95.94	95.64	95.93	95.93
D2U-S	93.16	93.66	93.90	93.87	93.78	93.51	92.59	93.90	93.71	93.90	93.89	93.81
Banking	MLE	89.60	90.53	91.03	91.76	91.67	91.74	90.04	91.03	92.17	91.03	92.22	92.18
LMCL	92.63	92.87	93.27	92.75	92.52	87.21	85.42	93.27	92.72	93.27	92.61	92.74
DRM	90.50	93.16	91.89	93.54	92.60	94.36	93.99	91.89	94.42	91.89	93.31	94.19
Reg.	96.75	96.91	96.85	97.12	97.35	97.38	97.35	96.85	97.35	96.85	97.30	97.43
Binary	97.79	-	-	-	-	-	-	-	-	-	-	-
D2U-CE	96.66	96.54	96.59	96.37	96.55	96.53	96.50	96.59	96.43	96.59	96.43	96.43
D2U-KL	97.03	97.13	97.18	97.02	97.42	97.52	97.50	97.18	97.39	97.18	97.41	97.39
D2U-S	94.48	95.36	95.36	95.98	95.88	95.86	95.80	95.36	96.02	95.36	96.07	96.03
CLINC	MLE	90.75	90.65	90.82	90.80	91.75	91.54	91.50	90.82	91.32	90.82	90.84	91.00
LMCL	91.27	91.29	91.61	91.79	91.59	88.98	82.71	91.61	91.68	91.61	91.54	91.57
DRM	91.39	92.66	91.39	92.08	91.94	92.96	92.93	91.39	93.12	91.39	92.90	92.97
Reg.	92.89	92.89	93.12	92.96	92.91	92.95	92.94	93.12	93.22	93.12	93.13	93.22
Binary	86.07	-	-	-	-	-	-	-	-	-	-	-
D2U-CE	91.64	92.26	91.98	92.30	92.84	92.87	92.63	91.98	92.61	91.98	92.86	92.46
D2U-KL	92.70	93.28	92.90	92.54	92.91	92.65	92.55	92.90	93.23	92.90	92.58	93.15
D2U-S	93.46	94.55	93.92	94.58	94.53	94.64	94.61	93.92	94.66	93.92	94.63	94.86
HWU64	MLE	73.72	76.50	75.08	77.33	76.03	76.96	75.26	75.06	76.80	75.08	77.07	76.79
LMCL	80.18	80.08	81.09	81.16	81.77	80.52	78.90	81.09	81.69	81.09	81.53	81.74
DRM	74.01	76.66	76.06	76.82	76.11	77.68	76.98	76.06	77.30	76.06	76.90	77.00
Reg.	66.95	68.19	67.81	67.85	68.80	68.52	68.49	67.81	68.21	67.81	68.37	68.37
Binary	67.83	-	-	-	-	-	-	-	-	-	-	-
D2U-CE	65.55	69.02	66.65	67.39	68.18	67.69	68.60	66.65	67.29	66.65	67.45	67.31
D2U-KL	66.42	68.42	67.16	68.23	69.41	68.91	69.88	67.16	67.81	67.16	69.37	68.46
D2U-S	69.28	69.93	68.67	68.85	68.30	68.39	67.82	68.67	68.64	68.67	68.95	69.31
SNIPS	MLE	88.37	88.49	88.37	88.31	88.43	88.37	88.13	88.37	88.31	88.37	88.49	88.13
LMCL	66.27	71.04	74.22	79.27	83.13	79.87	85.91	74.22	80.68	74.22	80.61	80.68
DRM	87.94	89.29	87.94	88.46	89.23	87.94	88.11	87.94	88.93	87.94	89.17	88.94
Reg.	88.46	88.99	88.40	87.98	89.57	88.52	89.10	88.40	89.40	88.40	88.93	89.40
Binary	86.15	-	-	-	-	-	-	-	-	-	-	-
D2U-CE	88.29	89.45	88.69	87.81	89.52	89.23	89.17	88.69	89.22	88.69	89.52	89.28
D2U-KL	88.58	88.64	88.58	88.05	88.64	89.00	88.82	88.58	88.76	88.58	88.70	88.82
D2U-S	87.02	90.36	86.43	87.87	90.36	89.42	89.42	86.43	89.71	86.43	90.42	90.36
TOP	MLE	86.57	86.13	86.57	86.50	86.14	86.57	86.47	86.57	86.48	86.57	86.11	85.19
DRM	84.41	77.62	84.41	82.42	77.56	84.41	84.48	84.41	82.64	84.41	77.53	79.50
Reg.	94.93	95.55	94.93	95.14	95.42	95.15	95.85	94.93	95.41	94.93	95.39	95.32
LMCL	66.25	75.13	66.04	69.48	80.25	66.71	73.74	66.04	72.34	66.04	74.48	71.90
Binary	96.95	-	-	-	-	-	-	-	-	-	-	-
D2U-CE	94.42	94.83	94.41	94.55	95.01	94.55	95.29	94.41	95.00	94.41	94.82	94.95
D2U-KL	94.71	95.43	94.71	94.78	95.51	94.97	95.84	94.71	95.58	94.71	95.51	95.67
D2U-S	92.29	92.78	92.29	92.61	92.95	92.29	92.35	92.29	92.77	92.29	92.82	92.53