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Machine Unlearning on 5% Forget Set

193.398GF

KLM

Updated 4d ago

Evaluation Results

Method
KLM 2026.01	193.398	209.753	0.01	0	-1.001	-1.001	0.034	11.2	0.068	124.738	74.003	0.016	-0.907
GA 2026.01	154.695	202.52	0.013	0	-0.995	-0.995	0.034	11.2	0.068	124.738	74.003	0.016	-0.899
GA 2026.01	104.73	110.11	0.019	0	-0.805	-0.805	0.007	16.7	0.014	83.887	49.734	0.024	-0.748
KLM 2026.01	104.73	110.11	0.019	0	-0.808	-0.808	0.007	16.7	0.014	83.887	49.734	0.024	-0.751
GA 2026.01	84.662	87.404	0.024	0	-3.189	-3.189	0.006	6.8	0.012	65.839	71.628	0.03	-3.123
KLM 2026.01	84.662	87.404	0.024	0	-3.179	-3.179	0.006	7.7	0.012	65.839	71.628	0.03	-3.113
GA 2026.01	62.572	75.388	0.032	0	-0.362	-0.362	0.002	16.4	0.004	15.695	27.613	0.127	-0.199
KLM 2026.01	61.507	72.625	0.033	0	-1.002	-1.002	0.001	16.4	0.002	26.829	26.125	0.074	-0.893
NPO 2026.01	39.85	37.772	0.05	0	0.92	0.92	0.001	3.1	0.002	32.027	17.946	0.062	1.034
DPO 2026.01	27.66	25.787	0.072	0	-0.554	-0.554	0.006	9.9	0.012	17.218	9.888	0.115	-0.355
GD 2026.01	18.287	17.198	0.109	0.943	-0.511	0.432	0.363	37.5	0.639	1.258	1.551	1.051	2.232
NPO 2026.01	9.549	7.433	0.207	0	0.996	0.996	0.001	14.6	0.001	9.595	3.561	0.203	1.406
NPO 2026.01	6.958	11.82	0.284	0.472	1.115	0.356	0.747	34.5	1.188	2.02	3.213	0.858	2.686
GD 2026.01	6.214	9.374	0.316	1.202	-1.924	-0.722	0.054	8.1	0.108	4.901	8.573	0.399	0.101
GD 2026.01	4.597	6.006	0.42	0.497	0.054	0.551	0.21	24.5	0.399	4.811	3.988	0.395	1.765
DPO 2026.01	4.082	6.78	0.473	0	-0.998	-0.998	0.042	22.5	0.083	5.043	5.312	0.382	-0.06
DPO 2026.01	1.887	-0.2	-0.645	0	-0.953	-0.953	0.705	56	1.011	1.929	0.831	0.638	0.051
NSPU 2026.01	1.388	2.055	1.067	1.021	0.498	1.519	0.581	70.5	0.824	2.59	2.331	0.662	4.073
NSPU 2026.01	1.173	1.445	1.072	0.987	0.736	1.723	0.817	51.8	1.148	1.48	1.535	0.938	4.882
NSPU 2026.01	0.631	2.008	1.771	2.98	1.548	4.528	0.857	40.8	1.27	1.415	2.483	1.1	8.669
NPO 2026.01	0.095	0.318	0.617	1.025	1.156	2.181	1.007	73	1.16	0.703	0.636	0.879	4.837
GD 2026.01	0.067	0.077	0.154	0.598	0.762	1.36	0.765	145.4	0.724	1.329	0.977	0.85	3.088
DPO 2026.01	0.065	0.115	0.228	0.454	0.71	1.164	0.651	66.4	0.909	1.737	1.367	0.81	3.111
NSPU 2026.01	-0.084	2.066	4.995	0.921	-0.536	0.385	0.876	54.2	1.188	0.955	1.65	1.281	7.849