Table 9: Average Recall 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	84.86	85.76	87.23	86.88	86.43	85.80	84.10	87.23	87.48	87.23	87.81	87.18
LMCL	88.35	88.79	88.79	87.47	86.84	80.77	77.23	88.79	87.04	88.79	87.26	87.07
DRM	86.81	89.53	88.83	90.02	89.63	90.73	90.33	88.83	90.70	88.83	90.23	90.56
Reg.	95.58	95.76	95.92	96.03	96.00	96.08	96.25	95.92	96.05	95.92	96.06	96.05
Binary	96.45	-	-	-	-	-	-	-	-	-	-	-
D2U-CE	95.11	95.28	95.44	95.65	95.98	95.92	96.03	95.44	95.90	95.44	95.86	95.90
D2U-KL	95.64	95.91	96.04	96.23	96.31	96.30	96.38	96.04	96.26	96.04	96.25	96.25
D2U-S	92.43	93.05	93.39	93.34	93.18	92.85	91.56	93.39	93.12	93.39	93.36	93.26
Banking	MLE	89.36	90.29	90.88	91.62	91.47	91.57	89.78	90.88	92.04	90.88	92.09	92.04
LMCL	92.56	92.78	93.19	92.65	92.43	86.81	85.04	93.19	92.65	93.19	92.53	92.68
DRM	90.59	93.32	92.01	93.69	92.83	94.45	94.10	92.01	94.55	92.01	93.49	94.30
Reg.	96.83	96.98	96.93	97.17	97.40	97.42	97.40	96.93	97.40	96.93	97.35	97.47
Binary	97.84	-	-	-	-	-	-	-	-	-	-	-
D2U-CE	96.76	96.63	96.68	96.49	96.66	96.63	96.61	96.68	96.54	96.68	96.54	96.54
D2U-KL	97.10	97.20	97.25	97.10	97.47	97.57	97.54	97.25	97.44	97.25	97.47	97.44
D2U-S	94.52	95.41	95.41	96.02	95.90	95.87	95.80	95.41	96.04	95.41	96.12	96.07
CLINC	MLE	90.22	90.05	90.29	90.25	91.31	91.07	91.04	90.29	90.82	90.29	90.27	90.45
LMCL	90.78	90.80	91.20	91.40	91.20	88.44	81.44	91.20	91.27	91.20	91.11	91.15
DRM	90.95	92.53	90.96	91.75	91.85	92.73	92.75	90.96	92.93	90.96	92.73	92.76
Reg.	93.29	93.31	93.49	93.38	93.31	93.33	93.33	93.49	93.56	93.49	93.49	93.56
Binary	88.31	-	-	-	-	-	-	-	-	-	-	-
D2U-CE	92.35	92.84	92.60	92.87	93.27	93.33	93.11	92.60	93.13	92.60	93.31	93.00
D2U-KL	93.16	93.64	93.35	93.05	93.33	93.13	93.02	93.35	93.62	93.35	93.09	93.55
D2U-S	93.42	94.55	93.93	94.58	94.53	94.67	94.65	93.93	94.67	93.93	94.62	94.87
HWU64	MLE	73.02	76.65	74.79	77.66	76.83	77.34	75.57	74.76	77.40	74.79	77.57	77.31
LMCL	80.33	80.24	81.32	81.38	81.92	80.75	79.10	81.32	81.95	81.32	81.83	81.98
DRM	73.44	77.01	76.29	77.22	76.77	77.99	77.51	76.29	77.69	76.29	77.22	77.43
Reg.	73.95	74.58	74.43	74.43	74.94	74.82	74.73	74.43	74.70	74.43	74.79	74.79
Binary	74.70	-	-	-	-	-	-	-	-	-	-	-
D2U-CE	73.23	75.09	73.89	74.22	74.58	74.40	74.76	73.89	74.16	73.89	74.16	74.10
D2U-KL	73.74	74.76	74.07	74.58	75.27	74.97	75.54	74.07	74.43	74.07	75.27	74.79
D2U-S	74.25	75.00	74.16	74.37	74.28	74.37	73.89	74.16	74.40	74.16	74.55	74.73
SNIPS	MLE	88.29	88.41	88.29	88.24	88.35	88.29	88.06	88.29	88.24	88.29	88.41	88.06
LMCL	67.76	71.76	74.65	79.35	83.12	79.94	85.82	74.65	80.71	74.65	80.65	80.71
DRM	87.88	89.24	87.88	88.41	89.18	87.88	88.06	87.88	88.88	87.88	89.12	88.88
Reg.	88.41	88.94	88.35	87.94	89.53	88.47	89.06	88.35	89.35	88.35	88.88	89.35
Binary	86.18	-	-	-	-	-	-	-	-	-	-	-
D2U-CE	88.24	89.41	88.65	87.76	89.47	89.18	89.12	88.65	89.18	88.65	89.47	89.24
D2U-KL	88.53	88.59	88.53	88.00	88.59	88.94	88.76	88.53	88.71	88.53	88.65	88.76
D2U-S	87.00	90.29	86.41	87.82	90.29	89.35	89.35	86.41	89.65	86.41	90.35	90.29
TOP	MLE	84.85	84.52	84.85	84.75	84.54	84.85	84.71	84.85	84.71	84.85	84.49	83.14
LMCL	57.78	68.92	57.53	61.81	75.63	58.43	67.12	57.53	65.35	57.53	68.10	64.83
DRM	81.68	72.93	81.68	79.17	72.87	81.68	81.78	81.68	79.49	81.68	72.80	75.56
Reg.	94.51	95.23	94.51	94.76	95.07	94.77	95.60	94.51	95.07	94.51	95.04	94.97
Binary	96.95	-	-	-	-	-	-	-	-	-	-	-
D2U-CE	93.85	94.34	93.84	94.00	94.55	94.00	94.90	93.84	94.56	93.84	94.33	94.49
D2U-KL	94.21	95.07	94.21	94.29	95.17	94.52	95.55	94.21	95.25	94.21	95.17	95.35
D2U-S	91.29	91.92	91.29	91.70	92.13	91.29	91.36	91.29	91.90	91.29	91.97	91.59