Datasets:

jonpark0
/

contilab-cpu-study

run_id stringlengths 26 62	preset stringclasses 6 values	method stringclasses 16 values	variant float64	seed int64 0 5	status stringclasses 1 value	aaa float64 0.04 0.99 ⌀	acc float64 0.01 0.99	aia float64 0.05 0.99 ⌀	buffer_bytes int64 0 6.35M	bwt float64 -0.99 0.03 ⌀	cka_final float64 0.19 1 ⌀	dormant_ratio float64 0 0.11	ece float64 0 0.75	effective_rank float64 6.32 224	feature_drift float64 0 3.8 ⌀	forgetting float64 -0 0.99 ⌀	fwt float64 -0.09 0.13 ⌀	general_ppl_delta float64 122 18.1k ⌀	grad_interference float64 -0.18 0.46 ⌀	head_forgetting float64 -0.02 1 ⌀	intransigence float64 -0.4 0.34 ⌀	lca float64 0.01 0.87 ⌀	learning_acc float64 0.06 0.99 ⌀	loss_barrier float64 0 0 ⌀	min_acc float64 0 0.99 ⌀	model_bytes int64 1.91M 1.69B	peak_mem int64 1.2B 14B	recency_bias float64 0 1 ⌀	recovery float64 0.77 5.46 ⌀	relative_forgetting float64 -0.61 1 ⌀	repr_forgetting float64 -0.09 0.17 ⌀	samples_per_s float64 0 16.8k	srank int64 133 471	stability_gap float64 -0.02 1 ⌀	state_bytes int64 0 358M	total_flops int64 0 344,271B	trainable_params int64 19.9k 44.7M	val_acc float64 0.01 0.99 ⌀	wall_time float64 9.62 3.9k	wc_acc float64 0.01 0.99 ⌀	windowed_forgetting float64 0 1 ⌀
permuted_mnist-agem-s0-08c42a1a	permuted_mnist	agem	null	0	done	0.863112	0.8516	0.87911	1,572,000	-0.052278	0.914795	0.00625	0.024893	160.691879	0.315904	0.063	0.019444	null	null	0.028774	0.0143	0.441227	0.89865	null	0.827778	1,913,640	1,683,140,608	null	null	0.069468	0.023504	4,047.669075	376	0.015556	0	1,817,938,944,000	478,410	null	66.705058	0.8335	0.031111
permuted_mnist-agem-s1-89897fca	permuted_mnist	agem	null	1	done	0.863865	0.8679	0.868462	1,572,000	-0.022778	0.922823	0.01125	0.0146	158.57338	0.311113	0.047333	0.013056	null	null	0.016368	0.02025	0.447864	0.8884	null	0.841667	1,913,640	1,683,140,608	null	null	0.052319	0.00641	4,047.669075	375	-0.006111	0	1,817,938,944,000	478,410	null	66.705058	0.851	0.031111
permuted_mnist-agem-s2-4edea057	permuted_mnist	agem	null	2	done	0.860475	0.8646	0.876365	1,572,000	-0.025944	0.911025	0.0125	0.013223	154.443573	0.323499	0.042778	0.000889	null	null	0.00244	0.0244	0.457045	0.88795	null	0.822778	1,913,640	1,683,140,608	null	null	0.047529	0.023504	4,047.669075	373	-0.001111	0	1,817,938,944,000	478,410	null	66.705058	0.833	0.031111
permuted_mnist-agem-s3-570d64d3	permuted_mnist	agem	null	3	done	0.866085	0.86555	0.885789	1,572,000	-0.053111	0.918057	0.015	0.013428	159.357147	0.294388	0.055611	0.0095	null	null	0.03388	-0.0157	0.466	0.91335	null	0.833889	1,913,640	1,462,833,152	null	null	0.061147	0.019231	4,294.582423	374	0.018333	0	1,817,938,944,000	478,410	0.8578	62.869908	0.843	0.034444
permuted_mnist-agem-s4-48fd9dd0	permuted_mnist	agem	null	4	done	0.86093	0.86645	0.878427	1,572,000	-0.032278	0.921247	0.0225	0.014459	157.13121	0.307427	0.0465	0.001667	null	null	-0.00832	0.0129	0.4365	0.8955	null	0.843333	1,913,640	1,462,833,152	null	null	0.051338	0.040598	4,294.582423	369	0.007222	0	1,817,938,944,000	478,410	0.8561	62.869908	0.852	0.028333
permuted_mnist-agem-s5-9adffee1	permuted_mnist	agem	null	5	done	0.863748	0.86695	0.880507	1,572,000	-0.042667	0.918228	0.0175	0.01789	156.980087	0.309222	0.052944	0.0175	null	null	0.019162	0.0058	0.446227	0.90535	null	0.843333	1,913,640	1,462,833,152	null	null	0.058289	0.023504	4,294.582423	373	0.013333	0	1,817,938,944,000	478,410	0.8576	62.869908	0.8515	0.026667
permuted_mnist-consolidate_continual_distill-s0-e2b5ef43	permuted_mnist	consolidate:continual_distill	null	0	done	null	0.8151	0.847548	1,556,280	-0.0555	0.934531	0.0075	0.024473	163.735016	0.242713	0.055722	0.027667	null	null	0.025585	0.0479	null	0.86505	null	null	1,913,640	1,863,241,728	null	null	0.064806	0.029915	0	376	null	0	817,642,752,000	478,410	0.8094	46.845717	null	null
permuted_mnist-consolidate_continual_distill-s1-28f56ebe	permuted_mnist	consolidate:continual_distill	null	1	done	null	0.8206	0.813033	1,556,280	-0.045167	0.934651	0.01	0.033406	165.682938	0.251798	0.045167	0.022278	null	null	0.010979	0.0474	null	0.86125	null	null	1,913,640	1,863,241,728	null	null	0.052751	0.034188	0	375	null	0	817,642,752,000	478,410	0.8084	46.845717	null	null
permuted_mnist-consolidate_continual_distill-s2-6af2d44f	permuted_mnist	consolidate:continual_distill	null	2	done	null	0.8132	0.834934	1,556,280	-0.047389	0.937458	0.01	0.021436	162.70845	0.248076	0.047889	0.029	null	null	0.019611	0.0565	null	0.85585	null	null	1,913,640	1,863,241,728	null	null	0.055951	0.027778	0	375	null	0	817,642,752,000	478,410	0.8019	46.845717	null	null
permuted_mnist-consolidate_continual_distill-s3-2739b201	permuted_mnist	consolidate:continual_distill	null	3	done	null	0.8133	0.846684	1,556,280	-0.043944	0.935622	0.00875	0.028486	163.067764	0.247061	0.046111	0.021889	null	null	0.02044	0.0448	null	0.85285	null	null	1,913,640	1,863,553,024	null	null	0.053757	0.023504	0	375	null	0	413,656,320,000	478,410	0.7996	33.526619	null	null
permuted_mnist-consolidate_continual_distill-s4-7f85b385	permuted_mnist	consolidate:continual_distill	null	4	done	null	0.81695	0.844506	1,556,280	-0.043	0.934462	0.01125	0.024617	162.053635	0.239103	0.044167	0.030111	null	null	0.023769	0.05275	null	0.85565	null	null	1,913,640	1,863,553,024	null	null	0.050885	0.019231	0	374	null	0	413,656,320,000	478,410	0.8078	33.526619	null	null
permuted_mnist-consolidate_continual_distill-s5-3a5ccd56	permuted_mnist	consolidate:continual_distill	null	5	done	null	0.8264	0.857974	1,556,280	-0.053944	0.936879	0.0125	0.035169	163.754791	0.245665	0.054	0.030667	null	null	0.03044	0.0362	null	0.87495	null	null	1,913,640	1,863,553,024	null	null	0.061345	0.023504	0	374	null	0	413,656,320,000	478,410	0.812	33.526619	null	null
permuted_mnist-consolidate_distill-s0-8ceba1ba	permuted_mnist	consolidate:distill	null	0	done	null	0.7757	0.829294	1,572,000	-0.0465	0.917267	0.005	0.038029	144.551193	0.256526	0.050444	0.059778	null	null	0.04009	0.0954	null	0.81755	null	null	21,050,040	2,016,370,688	null	null	0.059471	0.00641	0	370	null	0	720,585,728,000	478,410	0.7689	50.41351	null	null
permuted_mnist-consolidate_distill-s1-927e4c1f	permuted_mnist	consolidate:distill	null	1	done	null	0.77015	0.786057	1,572,000	-0.055722	0.918169	0.00375	0.025464	145.223846	0.265583	0.056389	0.052	null	null	0.055722	0.08835	null	0.8203	null	null	21,050,040	2,016,370,688	null	null	0.068624	-0	0	370	null	0	720,585,728,000	478,410	0.7638	50.41351	null	null
permuted_mnist-consolidate_distill-s2-626488a6	permuted_mnist	consolidate:distill	null	2	done	null	0.76215	0.816911	1,572,000	-0.063056	0.912443	0.0025	0.017386	142.935135	0.261846	0.064	0.062	null	null	0.050235	0.09345	null	0.8189	null	null	21,050,040	2,016,370,688	null	null	0.075666	0.012821	0	370	null	0	720,585,728,000	478,410	0.7582	50.41351	null	null
permuted_mnist-consolidate_distill-s3-ec614c90	permuted_mnist	consolidate:distill	null	3	done	null	0.77445	0.828042	1,572,000	-0.048333	0.920051	0.005	0.034343	144.565262	0.26459	0.049556	0.0535	null	null	0.046197	0.0797	null	0.81795	null	null	21,050,040	2,017,177,600	null	null	0.058838	0.002137	0	370	null	0	316,599,296,000	478,410	0.7607	37.644819	null	null
permuted_mnist-consolidate_distill-s4-f0dc32fe	permuted_mnist	consolidate:distill	null	4	done	null	0.76655	0.822938	1,572,000	-0.061222	0.91831	0.00375	0.03144	144.124222	0.262329	0.061389	0.061944	null	null	0.044128	0.08675	null	0.82165	null	null	21,050,040	2,017,177,600	null	null	0.074404	0.017094	0	370	null	0	316,599,296,000	478,410	0.7611	37.644819	null	null
permuted_mnist-consolidate_distill-s5-03485d67	permuted_mnist	consolidate:distill	null	5	done	null	0.7898	0.842138	1,572,000	-0.061389	0.919611	0.0025	0.045298	144.578629	0.26359	0.061611	0.062333	null	null	0.054979	0.0661	null	0.84505	null	null	21,050,040	2,017,177,600	null	null	0.071255	0.00641	0	371	null	0	316,599,296,000	478,410	0.7795	37.644819	null	null
permuted_mnist-consolidate_magmax-s0-4e9f16bf	permuted_mnist	consolidate:magmax	null	0	done	null	0.83335	0.868818	0	0.013056	0.940921	0.01625	0.028794	130.659576	1.143576	0.014889	0.023278	null	null	-0.015192	0.09135	null	0.8216	null	null	21,050,040	1,814,663,168	null	null	0.012784	0.002137	0	371	null	0	201,993,216,000	478,410	0.8259	24.760762	null	null
permuted_mnist-consolidate_magmax-s1-6e113aeb	permuted_mnist	consolidate:magmax	null	1	done	null	0.85005	0.853036	0	0.027667	0.945771	0.00875	0.026804	141.972214	1.022126	0.010944	0.017889	null	null	-0.023393	0.0835	null	0.82515	null	null	21,050,040	1,814,663,168	null	null	0.011069	-0.004274	0	374	null	0	201,993,216,000	478,410	0.8421	24.760762	null	null
permuted_mnist-consolidate_magmax-s2-f6682352	permuted_mnist	consolidate:magmax	null	2	done	null	0.83775	0.867301	0	0.0185	0.948118	0.01	0.017784	141.006882	0.826236	0.012111	0.022833	null	null	-0.016363	0.09125	null	0.8211	null	null	21,050,040	1,814,663,168	null	null	0.008607	-0.002137	0	374	null	0	201,993,216,000	478,410	0.8293	24.760762	null	null
permuted_mnist-consolidate_magmax-s3-fb309e65	permuted_mnist	consolidate:magmax	null	3	done	null	0.82545	0.861823	0	-0.007111	0.952102	0.01125	0.041227	153.307022	0.550061	0.027944	0.020333	null	null	0.007111	0.0658	null	0.83185	null	null	21,050,040	1,813,467,136	null	null	0.029324	-0	0	374	null	0	201,993,216,000	478,410	0.8185	24.72542	null	null
permuted_mnist-consolidate_magmax-s4-4e341ec2	permuted_mnist	consolidate:magmax	null	4	done	null	0.8333	0.864913	0	0.009833	0.951906	0.00875	0.042693	153.554962	0.723343	0.021611	0.027556	null	null	0.005124	0.08395	null	0.82445	null	null	21,050,040	1,813,467,136	null	null	0.020722	-0.014957	0	375	null	0	201,993,216,000	478,410	0.8255	24.72542	null	null
permuted_mnist-consolidate_magmax-s5-4b6cd21a	permuted_mnist	consolidate:magmax	null	5	done	null	0.83605	0.870823	0	0.012111	0.952529	0.0075	0.043423	153.901535	0.733593	0.020389	0.028222	null	null	-0.014248	0.086	null	0.82515	null	null	21,050,040	1,813,467,136	null	null	0.020038	0.002137	0	375	null	0	201,993,216,000	478,410	0.8289	24.72542	null	null
permuted_mnist-consolidate_ta-s0-ce674b32	permuted_mnist	consolidate:ta	null	0	done	null	0.5598	0.707967	0	-0.163111	0.903725	0.00375	0.213884	87.31752	1.11056	0.163111	0.024	null	null	0.146017	0.20635	null	0.7066	null	null	21,050,040	1,623,617,536	null	null	0.21004	0.017094	0	354	null	0	605,979,648,000	478,410	null	36.453267	null	null
permuted_mnist-consolidate_ta-s1-b0fabcc8	permuted_mnist	consolidate:ta	null	1	done	null	0.54285	0.653529	0	-0.146222	0.898372	0.005	0.23397	87.157188	1.591217	0.147833	0.019722	null	null	0.133402	0.2342	null	0.67445	null	null	21,050,040	1,623,617,536	null	null	0.205509	0.012821	0	354	null	0	605,979,648,000	478,410	null	36.453267	null	null
permuted_mnist-consolidate_ta-s2-89ef94c1	permuted_mnist	consolidate:ta	null	2	done	null	0.5934	0.716385	0	-0.141389	0.894045	0.0025	0.225569	75.013741	1.67781	0.1415	0.0235	null	null	0.139252	0.1917	null	0.72065	null	null	21,050,040	1,623,617,536	null	null	0.181556	0.002137	0	350	null	0	605,979,648,000	478,410	null	36.453267	null	null
permuted_mnist-consolidate_ta-s3-8709d141	permuted_mnist	consolidate:ta	null	3	done	null	0.5193	0.691762	0	-0.182611	0.890939	0.005	0.335254	66.060928	2.180669	0.182611	0.023056	null	null	0.171927	0.214	null	0.68365	null	null	21,050,040	1,794,711,552	null	null	0.239478	0.010684	0	346	null	0	201,993,216,000	478,410	0.5134	21.470747	null	null
permuted_mnist-consolidate_ta-s4-191a15a4	permuted_mnist	consolidate:ta	null	4	done	null	0.6257	0.739553	0	-0.122722	0.895747	0.005	0.21996	66.308571	2.457743	0.124	0.029056	null	null	0.099218	0.17225	null	0.73615	null	null	21,050,040	1,794,711,552	null	null	0.153991	0.023504	0	347	null	0	201,993,216,000	478,410	0.6208	21.470747	null	null
permuted_mnist-consolidate_ta-s5-773e2efa	permuted_mnist	consolidate:ta	null	5	done	null	0.58095	0.714769	0	-0.145944	0.900823	0.00375	0.240463	74.623413	1.878177	0.145944	0.029611	null	null	0.130987	0.19885	null	0.7123	null	null	21,050,040	1,794,711,552	null	null	0.184122	0.014957	0	351	null	0	201,993,216,000	478,410	0.5783	21.470747	null	null
permuted_mnist-consolidate_ties-s0-cdbd90fb	permuted_mnist	consolidate:ties	null	0	done	null	0.67345	0.78645	0	-0.110444	0.881638	0.00375	0.261926	166.31926	0.282916	0.112222	0.039444	null	null	0.09335	0.1401	null	0.77285	null	null	21,050,040	1,796,435,968	null	null	0.134803	0.017094	0	372	null	0	605,979,648,000	478,410	null	38.831727	null	null
permuted_mnist-consolidate_ties-s1-685088e8	permuted_mnist	consolidate:ties	null	1	done	null	0.6639	0.755151	0	-0.105722	0.883904	0.00375	0.257133	166.871521	0.330471	0.106556	0.037444	null	null	0.092902	0.1496	null	0.75905	null	null	21,050,040	1,796,435,968	null	null	0.133566	0.012821	0	372	null	0	605,979,648,000	478,410	null	38.831727	null	null
permuted_mnist-consolidate_ties-s2-bb5709a5	permuted_mnist	consolidate:ties	null	2	done	null	0.6873	0.793767	0	-0.103667	0.87642	0.00375	0.267144	166.06163	0.283624	0.107333	0.043278	null	null	0.090846	0.13175	null	0.7806	null	null	21,050,040	1,796,435,968	null	null	0.129003	0.012821	0	373	null	0	605,979,648,000	478,410	null	38.831727	null	null
permuted_mnist-consolidate_ties-s3-5533d6aa	permuted_mnist	consolidate:ties	null	3	done	null	0.66455	0.779482	0	-0.123333	0.881616	0.00375	0.25456	166.463669	0.292856	0.126944	0.037111	null	null	0.110513	0.1221	null	0.77555	null	null	21,050,040	1,574,731,776	null	null	0.150602	0.012821	0	372	null	0	201,993,216,000	478,410	0.6502	24.61751	null	null
permuted_mnist-consolidate_ties-s4-a6a9ab8c	permuted_mnist	consolidate:ties	null	4	done	null	0.6936	0.792103	0	-0.092556	0.887383	0.00375	0.283922	166.547592	0.312036	0.095944	0.038944	null	null	0.066915	0.1315	null	0.7769	null	null	21,050,040	1,574,731,776	null	null	0.114567	0.025641	0	373	null	0	201,993,216,000	478,410	0.6828	24.61751	null	null
permuted_mnist-consolidate_ties-s5-6a9fa61d	permuted_mnist	consolidate:ties	null	5	done	null	0.67865	0.790359	0	-0.110833	0.888991	0.00375	0.261275	165.882767	0.320741	0.110833	0.042	null	null	0.095876	0.13275	null	0.7784	null	null	21,050,040	1,574,731,776	null	null	0.132392	0.014957	0	372	null	0	201,993,216,000	478,410	0.6685	24.61751	null	null
permuted_mnist-derpp-s0-b76fe1e2	permuted_mnist	derpp	null	0	done	0.888735	0.9001	0.906386	1,592,000	-0.007222	0.944214	0.0025	0.034936	201.488388	0.330323	0.020056	0.022722	null	null	-0.016282	0.00635	0.421182	0.9066	null	0.885	1,913,640	1,683,165,184	null	null	0.02179	0.023504	7,885.405124	380	0.003333	0	605,979,648,000	478,410	null	34.240473	0.885	0.020556
permuted_mnist-derpp-s1-353ff858	permuted_mnist	derpp	null	1	done	0.885692	0.9013	0.898801	1,592,000	0.000944	0.943404	0.00625	0.035437	199.11058	0.333369	0.018944	0.016167	null	null	-0.009491	0.0082	0.440364	0.90045	null	0.885	1,913,640	1,683,165,184	null	null	0.020636	0.008547	7,885.405124	379	-0.002222	0	605,979,648,000	478,410	null	34.240473	0.89	0.023333
permuted_mnist-derpp-s2-4e55c700	permuted_mnist	derpp	null	2	done	0.88899	0.90025	0.905257	1,592,000	0.001278	0.941344	0.00875	0.035628	197.715485	0.340349	0.018056	0.009444	null	null	-0.024782	0.01325	0.438955	0.8991	null	0.876667	1,913,640	1,683,165,184	null	null	0.01962	0.023504	7,885.405124	376	-0.006111	0	605,979,648,000	478,410	null	34.240473	0.8825	0.020556
permuted_mnist-derpp-s3-dd846d74	permuted_mnist	derpp	null	3	done	0.896063	0.9053	0.90919	1,592,000	-0.015222	0.942936	0.005	0.039225	199.884933	0.32663	0.018944	0.012556	null	null	0.010949	-0.02135	0.451909	0.919	null	0.888889	1,913,640	1,463,435,264	null	null	0.02063	0.004274	8,734.542947	379	0.005556	0	605,979,648,000	478,410	0.8964	30.911749	0.8935	0.023333
permuted_mnist-derpp-s4-67d2763c	permuted_mnist	derpp	null	4	done	0.892009	0.9009	0.904357	1,592,000	-0.002944	0.942605	0.0175	0.032505	196.860718	0.33829	0.020111	0.007667	null	null	-0.01415	0.00485	0.412864	0.90355	null	0.883333	1,913,640	1,463,435,264	null	null	0.021928	0.017094	8,734.542947	374	-0.005556	0	605,979,648,000	478,410	0.9005	30.911749	0.887	0.023333
permuted_mnist-derpp-s5-fd622d35	permuted_mnist	derpp	null	5	done	0.890843	0.90395	0.906448	1,592,000	-0.003667	0.94514	0.00875	0.039799	199.055725	0.341823	0.018556	0.019611	null	null	-0.00488	0.0039	0.429	0.90725	null	0.882222	1,913,640	1,463,435,264	null	null	0.020211	0.008547	8,734.542947	376	-0.002778	0	605,979,648,000	478,410	0.8973	30.911749	0.885	0.018889
permuted_mnist-er-s0-649a424d	permuted_mnist	er	null	0	done	0.858764	0.86555	0.881134	1,572,000	-0.047333	0.933859	0.01625	0.028337	138.792587	0.336164	0.047333	0.024389	null	null	0.013145	0.0048	0.3705	0.90815	null	0.843889	1,913,640	1,682,591,744	null	null	0.0523	0.034188	9,981.711658	372	0.015	0	403,986,432,000	478,410	null	27.049469	0.852	0.023333
permuted_mnist-er-s1-e8b88e6e	permuted_mnist	er	null	1	done	0.859603	0.86545	0.88125	1,572,000	-0.049	0.937506	0.01375	0.029969	136.759293	0.347587	0.049	0.013833	null	null	0.034043	-0.0009	0.373909	0.90955	null	0.841667	1,913,640	1,682,591,744	null	null	0.054061	0.014957	9,981.711658	372	0.022778	0	403,986,432,000	478,410	null	27.049469	0.853	0.031111
permuted_mnist-er-s2-44de2f18	permuted_mnist	er	null	2	done	0.856565	0.8683	0.8817	1,572,000	-0.045111	0.936146	0.02375	0.028335	133.178177	0.338306	0.045111	0.0155	null	null	0.047248	0.00345	0.381727	0.9089	null	0.838333	1,913,640	1,682,591,744	null	null	0.049788	-0.002137	9,981.711658	369	0.017778	0	403,986,432,000	478,410	null	27.049469	0.8475	0.021111
permuted_mnist-er-s3-851c6c4a	permuted_mnist	er	null	3	done	0.859615	0.86895	0.884175	1,572,000	-0.046333	0.93386	0.02	0.029156	136.331924	0.335064	0.046333	0.008444	null	null	0.039923	-0.013	0.389591	0.91065	null	0.847222	1,913,640	1,462,824,960	null	null	0.051118	0.00641	11,005.830677	370	0.022778	0	403,986,432,000	478,410	0.8607	24.532451	0.854	0.025556
permuted_mnist-er-s4-e3fbf9ed	permuted_mnist	er	null	4	done	0.864311	0.8759	0.886951	1,572,000	-0.039444	0.941104	0.03	0.024676	136.36496	0.341065	0.039444	0.002722	null	null	0.00953	-0.003	0.361136	0.9114	null	0.857778	1,913,640	1,462,824,960	null	null	0.043403	0.029915	11,005.830677	366	0.025	0	403,986,432,000	478,410	0.8669	24.532451	0.866	0.024444
permuted_mnist-er-s5-3e2fdd12	permuted_mnist	er	null	5	done	0.861178	0.86815	0.885657	1,572,000	-0.047278	0.933355	0.02125	0.029032	136.28479	0.345295	0.047278	0.022056	null	null	0.023774	0.00045	0.386955	0.9107	null	0.847222	1,913,640	1,462,824,960	null	null	0.052134	0.023504	11,005.830677	369	0.021111	0	403,986,432,000	478,410	0.8569	24.532451	0.8545	0.022778
permuted_mnist-er_ace-s0-f836a2e7	permuted_mnist	er_ace	null	0	done	0.880092	0.88445	0.895935	1,572,000	-0.032278	0.92472	0.0075	0.026916	158.376144	0.358258	0.038722	0.020167	null	null	0.002363	-0.00055	0.457955	0.9135	null	0.860556	1,913,640	1,463,160,832	null	null	0.04231	0.029915	9,334.397078	376	0.007778	0	403,986,432,000	478,410	0.8809	28.925275	0.8695	0.024444
permuted_mnist-er_ace-s1-7c4c9328	permuted_mnist	er_ace	null	1	done	0.882573	0.88	0.884764	1,572,000	-0.030444	0.928472	0.00625	0.030665	156.019379	0.36558	0.045778	0.008	null	null	0.00694	0.00125	0.463864	0.9074	null	0.857778	1,913,640	1,463,160,832	null	null	0.04979	0.023504	9,334.397078	376	-0.002222	0	403,986,432,000	478,410	0.8747	28.925275	0.8665	0.035
permuted_mnist-er_ace-s2-3f74b3b1	permuted_mnist	er_ace	null	2	done	0.87855	0.8803	0.894966	1,572,000	-0.028389	0.926054	0.01125	0.029189	153.898331	0.357518	0.039278	0.002611	null	null	0.015568	0.0065	0.467636	0.90585	null	0.846111	1,913,640	1,463,160,832	null	null	0.042907	0.012821	9,334.397078	374	0.003889	0	403,986,432,000	478,410	0.8733	28.925275	0.8555	0.031667
permuted_mnist-er_ace-s3-8f617c60	permuted_mnist	er_ace	null	3	done	0.884422	0.8804	0.899381	1,572,000	-0.044611	0.924173	0.01375	0.031545	157.304321	0.345402	0.045167	0.007111	null	null	0.016833	-0.0229	0.477909	0.92055	null	0.863333	1,913,640	1,462,403,072	null	null	0.049224	0.027778	9,041.661232	375	0.01	0	403,986,432,000	478,410	0.8738	29.861769	0.8685	0.026111
permuted_mnist-er_ace-s4-6f21425b	permuted_mnist	er_ace	null	4	done	0.888526	0.89105	0.898255	1,572,000	-0.020611	0.929955	0.0175	0.024494	155.306732	0.372902	0.032556	0.002889	null	null	-0.002893	-0.0012	0.443773	0.9096	null	0.874444	1,913,640	1,462,403,072	null	null	0.035507	0.023504	9,041.661232	371	0.001667	0	403,986,432,000	478,410	0.8846	29.861769	0.8815	0.027222
permuted_mnist-er_ace-s5-7a963c32	permuted_mnist	er_ace	null	5	done	0.880672	0.88085	0.899299	1,572,000	-0.045889	0.922865	0.01375	0.033122	156.181412	0.364905	0.048722	0.013944	null	null	0.022385	-0.011	0.463727	0.92215	null	0.856667	1,913,640	1,462,403,072	null	null	0.052918	0.023504	9,041.661232	373	0.011667	0	403,986,432,000	478,410	0.8723	29.861769	0.8655	0.026111
permuted_mnist-ewc-s0-38837c0b	permuted_mnist	ewc	null	0	done	0.836394	0.8227	0.848203	0	-0.053556	0.942047	0.01125	0.021983	136.703613	0.358837	0.058167	0.023556	null	null	0.027915	0.04205	0.420818	0.8709	null	0.786111	1,913,640	2,209,521,664	null	null	0.065656	0.025641	1,900.904601	372	0.029444	3,827,280	201,993,216,000	478,410	0.8174	284.075276	0.788	0.042222
permuted_mnist-ewc-s1-bbf2c7df	permuted_mnist	ewc	null	1	done	0.825098	0.81035	0.823689	0	-0.051722	0.943101	0.01625	0.035324	133.743729	0.373234	0.060778	0.014444	null	null	0.049585	0.05175	0.430136	0.8569	null	0.776111	1,913,640	2,209,521,664	null	null	0.069204	0.002137	1,900.904601	370	0.023889	3,827,280	201,993,216,000	478,410	0.8061	284.075276	0.787	0.056111
permuted_mnist-ewc-s2-68900864	permuted_mnist	ewc	null	2	done	0.838767	0.8294	0.847122	0	-0.032778	0.94412	0.0175	0.016113	132.127014	0.36426	0.039722	0.006889	null	null	0.017821	0.05345	0.437864	0.8589	null	0.794444	1,913,640	2,209,521,664	null	null	0.045453	0.014957	1,900.904601	369	0.014444	3,827,280	201,993,216,000	478,410	0.8226	284.075276	0.8025	0.043889
permuted_mnist-ewc-s3-405961dd	permuted_mnist	ewc	null	3	done	0.848091	0.85225	0.8695	0	-0.049333	0.940997	0.01375	0.005899	135.265549	0.345959	0.049333	0.013056	null	null	0.030103	0.001	0.446682	0.89665	null	0.803333	1,913,640	2,209,521,664	null	null	0.055286	0.019231	1,900.904601	370	0.028333	3,827,280	201,993,216,000	478,410	0.8426	284.075276	0.812	0.041111
permuted_mnist-ewc-s4-140d4867	permuted_mnist	ewc	null	4	done	0.84409	0.83525	0.861405	0	-0.042833	0.944076	0.03	0.014128	133.599487	0.351843	0.048389	0.003333	null	null	0.021466	0.0346	0.414455	0.8738	null	0.800556	1,913,640	2,209,521,664	null	null	0.054409	0.021368	1,900.904601	366	0.020556	3,827,280	201,993,216,000	478,410	0.8314	284.075276	0.809	0.044444
permuted_mnist-ewc-s5-5651a431	permuted_mnist	ewc	null	5	done	0.837938	0.84035	0.853756	0	-0.047167	0.944402	0.02125	0.014834	131.974213	0.364202	0.050611	0.022778	null	null	0.002295	0.02835	0.434545	0.8828	null	0.782778	1,913,640	2,209,521,664	null	null	0.057114	0.044872	1,900.904601	368	0.024444	3,827,280	201,993,216,000	478,410	0.8304	284.075276	0.791	0.049444
permuted_mnist-gem-s0-d47fa27f	permuted_mnist	gem	null	0	done	0.873842	0.875	0.887365	1,572,000	-0.031111	0.915422	0.00875	0.0456	147.706451	0.461514	0.038833	0.019389	null	null	0.009744	0.00995	0.448818	0.903	null	0.862222	1,913,640	1,499,693,056	null	null	0.042717	0.021368	2,051.560259	375	0.001667	0	1,817,938,944,000	478,410	0.868	131.607151	0.8655	0.025
permuted_mnist-gem-s1-c7e04c62	permuted_mnist	gem	null	1	done	0.871778	0.8766	0.871427	1,572,000	-0.015111	0.922868	0.01	0.048324	144.700836	0.494124	0.039	0.014	null	null	0.002291	0.01845	0.455273	0.8902	null	0.86	1,913,640	1,499,693,056	null	null	0.042893	0.012821	2,051.560259	374	-0.022222	0	1,817,938,944,000	478,410	0.8731	131.607151	0.868	0.027222
permuted_mnist-gem-s2-cd7e12df	permuted_mnist	gem	null	2	done	0.868557	0.8692	0.877828	1,572,000	-0.023111	0.911952	0.01375	0.05016	141.2556	0.495704	0.037444	0.002222	null	null	-0.006803	0.02235	0.462864	0.89	null	0.856667	1,913,640	1,499,693,056	null	null	0.041396	0.029915	2,051.560259	372	-0.015	0	1,817,938,944,000	478,410	0.8622	131.607151	0.865	0.026667
permuted_mnist-gem-s3-0eb9f986	permuted_mnist	gem	null	3	done	0.877167	0.87525	0.88771	1,572,000	-0.0455	0.916555	0.0125	0.046472	146.243408	0.451611	0.046722	0.009056	null	null	0.026269	-0.01855	0.472227	0.9162	null	0.857778	1,913,640	1,497,608,192	null	null	0.051309	0.019231	2,063.304872	374	0.007222	0	1,817,938,944,000	478,410	0.8691	130.858025	0.8645	0.031667
permuted_mnist-gem-s4-2924d847	permuted_mnist	gem	null	4	done	0.866615	0.87105	0.880917	1,572,000	-0.026778	0.913917	0.02125	0.046545	145.160065	0.477746	0.044833	0.004111	null	null	-0.011684	0.01325	0.444727	0.89515	null	0.850556	1,913,640	1,497,608,192	null	null	0.049366	0.038462	2,063.304872	369	-0.003333	0	1,817,938,944,000	478,410	0.864	130.858025	0.8605	0.027222
permuted_mnist-gem-s5-c9ad1071	permuted_mnist	gem	null	5	done	0.86775	0.87965	0.88518	1,572,000	-0.027556	0.916951	0.015	0.045312	144.833664	0.470133	0.041111	0.021722	null	null	-0.015179	0.0067	0.450909	0.90445	null	0.86	1,913,640	1,497,608,192	null	null	0.045129	0.042735	2,063.304872	372	0.001111	0	1,817,938,944,000	478,410	0.8675	130.858025	0.8665	0.026667
permuted_mnist-joint-s0-450336c3	permuted_mnist	joint	null	0	done	0.821423	0.91295	null	0	null	null	0.00125	0.020864	176.079498	null	null	null	null	null	null	null	null	null	null	null	1,913,640	1,773,887,488	null	null	null	null	14,084.142946	379	null	0	201,491,814,400	478,410	null	19.170496	null	null
permuted_mnist-joint-s1-3027dcd0	permuted_mnist	joint	null	1	done	0.821539	0.90865	null	0	null	null	0.01125	0.018641	176.877502	null	null	null	null	null	null	null	null	null	null	null	1,913,640	1,773,887,488	null	null	null	null	14,084.142946	376	null	0	201,491,814,400	478,410	null	19.170496	null	null
permuted_mnist-joint-s2-1c9a8a98	permuted_mnist	joint	null	2	done	0.818944	0.91235	null	0	null	null	0.01375	0.023114	173.198441	null	null	null	null	null	null	null	null	null	null	null	1,913,640	1,773,887,488	null	null	null	null	14,084.142946	374	null	0	201,491,814,400	478,410	null	19.170496	null	null
permuted_mnist-joint-s3-9f5e15d0	permuted_mnist	joint	null	3	done	0.820901	0.89765	null	0	null	null	0.00375	0.008244	174.182022	null	null	null	null	null	null	null	null	null	null	null	1,913,640	1,774,034,944	null	null	null	null	13,054.120552	378	null	0	201,491,814,400	478,410	0.895	20.683124	null	null
permuted_mnist-joint-s4-2966e07e	permuted_mnist	joint	null	4	done	0.816345	0.9084	null	0	null	null	0.015	0.015402	173.960175	null	null	null	null	null	null	null	null	null	null	null	1,913,640	1,774,034,944	null	null	null	null	13,054.120552	373	null	0	201,491,814,400	478,410	0.9038	20.683124	null	null
permuted_mnist-joint-s5-b1d57dec	permuted_mnist	joint	null	5	done	0.817324	0.91115	null	0	null	null	0.01	0.020196	175.358246	null	null	null	null	null	null	null	null	null	null	null	1,913,640	1,774,034,944	null	null	null	null	13,054.120552	375	null	0	201,491,814,400	478,410	0.9075	20.683124	null	null
permuted_mnist-lora_per_task-s0-b44b3f9d	permuted_mnist	lora_per_task	null	0	done	0.654411	0.61105	0.699092	0	-0.101611	0.947015	0.0025	0.064686	224.029434	0.212979	0.104944	0.029944	null	null	0.101611	0.21045	0.110227	0.7025	null	0.589444	2,548,528	1,682,763,776	null	null	0.140812	0	5,183.806773	380	0.038889	0	123,979,653,120	19,882	null	52.085275	0.5855	0.049444
permuted_mnist-lora_per_task-s1-68419292	permuted_mnist	lora_per_task	null	1	done	0.641267	0.6276	0.692428	0	-0.088556	0.921892	0.00875	0.023913	204.678345	0.342282	0.100222	0.032	null	null	0.073598	0.20135	0.116545	0.7073	null	0.567222	2,548,528	1,682,763,776	null	null	0.134632	0.014957	5,183.806773	377	0.038333	0	123,979,653,120	19,882	null	52.085275	0.5815	0.036111
permuted_mnist-lora_per_task-s2-1a7d21f5	permuted_mnist	lora_per_task	null	2	done	0.670361	0.63635	0.709696	0	-0.091833	0.935774	0.01625	0.019477	203.08107	0.288594	0.097389	0.0085	null	null	0.10038	0.19335	0.1125	0.719	null	0.614444	2,548,528	1,682,763,776	null	null	0.128943	-0.008547	5,183.806773	374	0.026111	0	123,979,653,120	19,882	null	52.085275	0.619	0.043889
permuted_mnist-lora_per_task-s3-6db78dde	permuted_mnist	lora_per_task	null	3	done	0.663895	0.64505	0.72859	0	-0.105611	0.942532	0.00875	0.078383	219.94664	0.298709	0.112444	0.018944	null	null	0.097064	0.15755	0.106409	0.7401	null	0.600556	2,548,528	1,462,636,544	null	null	0.146926	0.008547	5,483.418438	377	0.050556	0	123,979,653,120	19,882	0.6383	49.239357	0.6065	0.047222
permuted_mnist-lora_per_task-s4-7cbeefea	permuted_mnist	lora_per_task	null	4	done	0.619886	0.5883	0.672541	0	-0.121778	0.943714	0.02125	0.032751	214.629578	0.233659	0.129	0.022889	null	null	0.111094	0.2105	0.120545	0.6979	null	0.559444	2,548,528	1,462,636,544	null	null	0.176128	0.010684	5,483.418438	371	0.046111	0	123,979,653,120	19,882	0.5824	49.239357	0.5625	0.053889
permuted_mnist-lora_per_task-s5-557972f0	permuted_mnist	lora_per_task	null	5	done	0.627152	0.60595	0.682925	0	-0.088389	0.947731	0.01375	0.047749	219.843231	0.270762	0.095278	0.033833	null	null	0.081979	0.22565	0.127045	0.6855	null	0.555	2,548,528	1,462,636,544	null	null	0.132489	0.00641	5,483.418438	374	0.051667	0	123,979,653,120	19,882	0.6036	49.239357	0.5635	0.05
permuted_mnist-lwf-s0-923bde32	permuted_mnist	lwf	null	0	done	0.838984	0.8072	0.859989	0	-0.098722	0.942707	0.00375	0.308985	219.888641	0.330453	0.099778	0.016056	null	null	0.079491	0.0169	0.350318	0.89605	null	0.770556	1,913,640	1,683,222,528	null	null	0.111138	0.019231	8,298.53946	381	0.026667	1,913,650	490,183,680,000	478,410	null	32.535846	0.783	0.032778
permuted_mnist-lwf-s1-459c341e	permuted_mnist	lwf	null	1	done	0.821513	0.81335	0.834203	0	-0.075944	0.944709	0	0.313932	220.412979	0.33755	0.082722	0.013167	null	null	0.065261	0.02695	0.364045	0.8817	null	0.763333	1,913,640	1,683,222,528	null	null	0.093652	0.010684	8,298.53946	381	0.023333	1,913,650	490,183,680,000	478,410	null	32.535846	0.7785	0.030556
permuted_mnist-lwf-s2-bbcabe43	permuted_mnist	lwf	null	2	done	0.834524	0.80635	0.85499	0	-0.089167	0.941621	0.00625	0.311882	218.176514	0.335652	0.089556	-0.002833	null	null	0.076346	0.02575	0.362864	0.8866	null	0.776667	1,913,640	1,683,222,528	null	null	0.10051	0.012821	8,298.53946	379	0.017222	1,913,650	490,183,680,000	478,410	null	32.535846	0.7845	0.03
permuted_mnist-lwf-s3-e7b31350	permuted_mnist	lwf	null	3	done	0.846009	0.82585	0.868893	0	-0.082611	0.939676	0.00125	0.313359	218.256439	0.325159	0.083444	0.0055	null	null	0.059107	-0.00255	0.380182	0.9002	null	0.793889	1,913,640	1,462,951,936	null	null	0.092317	0.023504	8,695.692794	380	0.021111	1,913,650	490,183,680,000	478,410	0.8206	31.049855	0.8035	0.028333
permuted_mnist-lwf-s4-cb0f3151	permuted_mnist	lwf	null	4	done	0.843795	0.8322	0.868529	0	-0.075556	0.937029	0.0075	0.327578	217.662964	0.341058	0.076	0.001	null	null	0.071282	0.0082	0.345227	0.9002	null	0.800556	1,913,640	1,462,951,936	null	null	0.084101	0.004274	8,695.692794	376	0.027778	1,913,650	490,183,680,000	478,410	0.8276	31.049855	0.8135	0.030556
permuted_mnist-lwf-s5-b7411d3f	permuted_mnist	lwf	null	5	done	0.832293	0.81445	0.856035	0	-0.089111	0.937689	0.005	0.305217	217.272446	0.351172	0.089111	0.022278	null	null	0.072017	0.0165	0.375455	0.89465	null	0.768889	1,913,640	1,462,951,936	null	null	0.099792	0.017094	8,695.692794	378	0.016667	1,913,650	490,183,680,000	478,410	0.8092	31.049855	0.783	0.037222
permuted_mnist-naive-s0-500da2c7	permuted_mnist	naive	null	0	done	0.830767	0.8035	0.841982	0	-0.107	0.909691	0.0075	0.058579	159.515976	0.318611	0.107556	0.021	null	null	0.085632	0.01315	0.439727	0.8998	null	0.765556	1,913,640	1,682,829,312	null	null	0.119947	0.021368	13,593.523085	376	0.031111	0	201,993,216,000	478,410	null	19.862401	0.7775	0.043889
permuted_mnist-naive-s1-4705ab70	permuted_mnist	naive	null	1	done	0.8273	0.8132	0.831073	0	-0.083889	0.911861	0.0125	0.050685	157.01326	0.329183	0.0935	0.014222	null	null	0.066795	0.01995	0.446136	0.8887	null	0.776667	1,913,640	1,682,829,312	null	null	0.104852	0.017094	13,593.523085	375	0.030556	0	201,993,216,000	478,410	null	19.862401	0.7925	0.038889
permuted_mnist-naive-s2-0dbe6be6	permuted_mnist	naive	null	2	done	0.840695	0.80705	0.848655	0	-0.088722	0.907619	0.01375	0.053198	152.618484	0.327664	0.093556	0.001944	null	null	0.056671	0.02545	0.454773	0.8869	null	0.773889	1,913,640	1,682,829,312	null	null	0.105712	0.032051	13,593.523085	373	0.011667	0	201,993,216,000	478,410	null	19.862401	0.7895	0.034444
permuted_mnist-naive-s3-9065f772	permuted_mnist	naive	null	3	done	0.839127	0.815	0.857433	0	-0.109	0.907897	0.01375	0.044828	156.991608	0.316985	0.109	0.011278	null	null	0.100453	-0.01545	0.463273	0.9131	null	0.755	1,913,640	1,462,378,496	null	null	0.120616	0.008547	14,033.914061	374	0.030556	0	201,993,216,000	478,410	0.8093	19.239109	0.7735	0.035556
permuted_mnist-naive-s4-613774a2	permuted_mnist	naive	null	4	done	0.826802	0.7855	0.841359	0	-0.122111	0.909103	0.02375	0.070184	153.69548	0.331964	0.123889	0.002556	null	null	0.098607	0.013	0.434091	0.8954	null	0.750556	1,913,640	1,462,378,496	null	null	0.138826	0.023504	14,033.914061	370	0.026667	0	201,993,216,000	478,410	0.7758	19.239109	0.768	0.035556
permuted_mnist-naive-s5-9cd06f46	permuted_mnist	naive	null	5	done	0.830037	0.805	0.846614	0	-0.111944	0.909974	0.0175	0.060157	153.666153	0.331678	0.112778	0.016556	null	null	0.090577	0.0054	0.446273	0.90575	null	0.758889	1,913,640	1,462,378,496	null	null	0.125837	0.021368	14,033.914061	372	0.020556	0	201,993,216,000	478,410	0.7969	19.239109	0.775	0.044444
permuted_mnist-olora-s0-1fa07f07	permuted_mnist	olora	null	0	done	0.664797	0.63015	0.70301	0	-0.205444	0.912635	0.0025	0.112605	168.332031	0.310367	0.205444	0.037333	null	null	0.160573	0.0979	0.118545	0.81505	null	0.572778	2,548,528	1,463,308,288	null	null	0.252932	0.044872	9,419.404583	378	0.082778	0	123,979,653,120	19,882	0.6212	28.664232	0.5905	0.097222
permuted_mnist-olora-s1-18ef29e9	permuted_mnist	olora	null	1	done	0.632589	0.5568	0.668343	0	-0.270944	0.927021	0.0075	0.158793	173.4832	0.312123	0.276833	0.020778	null	null	0.24744	0.108	0.105818	0.80065	null	0.504444	2,548,528	1,463,308,288	null	null	0.350546	0.023504	9,419.404583	376	0.087778	0	123,979,653,120	19,882	0.5559	28.664232	0.5385	0.088333
permuted_mnist-olora-s2-700f6670	permuted_mnist	olora	null	2	done	0.657573	0.65275	0.679387	0	-0.156556	0.925212	0.00875	0.10361	167.505234	0.294525	0.156667	0.001611	null	null	0.141598	0.1187	0.105818	0.79365	null	0.556667	2,548,528	1,463,308,288	null	null	0.201363	0.014957	9,419.404583	372	0.065	0	123,979,653,120	19,882	0.6473	28.664232	0.582	0.066667
permuted_mnist-olora-s3-f66e7228	permuted_mnist	olora	null	3	done	0.659458	0.59835	0.697827	0	-0.263444	0.931682	0.00625	0.142488	167.83287	0.292224	0.263444	0.021278	null	null	0.244214	0.0622	0.104273	0.83545	null	0.523333	2,548,528	1,462,513,664	null	null	0.321553	0.019231	9,157.001151	376	0.076667	0	123,979,653,120	19,882	0.5959	29.485636	0.555	0.077222
permuted_mnist-olora-s4-f82f60f2	permuted_mnist	olora	null	4	done	0.654598	0.5561	0.692202	0	-0.282889	0.90875	0.0125	0.177184	163.572174	0.303025	0.289389	0.014	null	null	0.244427	0.0977	0.112182	0.8107	null	0.502778	2,548,528	1,462,513,664	null	null	0.362675	0.038462	9,157.001151	369	0.042222	0	123,979,653,120	19,882	0.5531	29.485636	0.536	0.093333
permuted_mnist-olora-s5-b5ea2b53	permuted_mnist	olora	null	5	done	0.656739	0.64505	0.689915	0	-0.185	0.918035	0.0075	0.103767	169.709152	0.330673	0.185778	0.038222	null	null	0.185	0.0996	0.130545	0.81155	null	0.6	2,548,528	1,462,513,664	null	null	0.238631	0	9,157.001151	374	0.062222	0	123,979,653,120	19,882	0.6398	29.485636	0.6255	0.076111
split_cifar100_class-agem-s0-2984f1f0	split_cifar100_class	agem	null	0	done	0.09395	0.0474	0.111104	6,148,000	-0.406778	0.599775	0	0.453071	41.501991	0.848515	0.406778	null	null	null	0.314897	-0.2869	0.114864	0.4135	null	0	4,436,960	2,796,904,448	1	null	1	0.09188	23.104478	150	0.395	0	265,341,638,246,400	1,109,240	0.0472	3,895.348745	0.048	null
split_cifar100_class-agem-s1-a847541a	split_cifar100_class	agem	null	1	done	0.09498	0.0389	0.114956	6,148,000	-0.399889	0.687985	0	0.432718	39.825069	0.905386	0.399889	null	null	null	0.382795	-0.2829	0.105409	0.3988	null	0	4,436,960	2,820,997,120	1	null	1	0.017094	23.332193	149	0.383333	0	265,341,638,246,400	1,109,240	0.042	3,857.331445	0.039	null
split_cifar100_class-agem-s2-e81e32b9	split_cifar100_class	agem	null	2	done	0.10099	0.0449	0.114898	6,148,000	-0.424333	0.634879	0.006667	0.544604	42.935791	0.845971	0.424333	null	null	null	0.415786	-0.3086	0.1085	0.4268	null	0	4,436,960	2,796,277,760	1	null	1	0.008547	39.283742	149	0.405556	0	265,341,638,246,400	1,109,240	0.0454	2,291.024093	0.044	null
split_cifar100_class-consolidate_continual_distill-s0-f357d542	split_cifar100_class	consolidate:continual_distill	null	0	done	null	0.031	0.081142	6,086,520	-0.283778	0.627873	0.043333	0.357401	19.825193	1.062955	0.283778	null	null	null	0.243179	-0.1598	null	0.2864	null	null	4,436,960	2,796,015,616	1	null	1	0.040598	0	138	null	0	61,975,777,443,840	1,109,240	0.034	668.816373	null	null

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contilab CPU study: continual learning results

Per-run results of an empirical comparison of 16 continual-learning methods on 6 benchmarks, produced with contilab 0.4.0, a PyTorch framework for continual learning research. One row per run, with every scalar metric: final accuracy, forgetting, backward and forward transfer, the stability gap, task-recency bias, calibration, representation metrics, memory and wall time.

Results page (rankings, significance tests, findings) · Docs · GitHub · DOI 10.5281/zenodo.23906803

Files

File	Config	Rows	Contents	Experiment config
`cpu_main.csv`	`cpu_main`	432	Main study: every method with default hyperparameters on 6 benchmarks	`cpu_main.yaml` + `cpu_main_seeds.yaml`
`cpu_tuned.csv`	`cpu_tuned`	456	Tuned comparison: per-method grids on the two MNIST benchmarks, variant chosen on validation accuracy (`selected`)	`cpu_tuned.yaml`
`cpu_student.csv`	`cpu_student`	12	Teacher → smaller student: distillation into a 2×100 MLP	`cpu_student.yaml`
`cpu_text5_full.csv`	`cpu_text5_full`	36	text5 at the design scale: 2,000 training and 500 test texts per task	`cpu_text5_full.yaml`
`cpu_gem_margin.csv`	`cpu_gem_margin`	12	GEM without its margin (0 instead of 0.5) on the two MNIST benchmarks	`cpu_gem_margin.yaml`

The main study has 432 runs: 432 done, 0 diverged, 0 failed. Seeds per benchmark: Split MNIST (Class-IL) 6, Split MNIST (Task-IL) 6, Permuted MNIST (Domain-IL) 6, Split CIFAR-10 (Class-IL) 3, Split CIFAR-100 (Class-IL) 3, text5 + Pythia-70M (Class-IL) 3.

from datasets import load_dataset

main = load_dataset("jonpark0/contilab-cpu-study", "cpu_main", split="train")

Columns

Identifiers: run_id, preset (benchmark and scenario), method, variant (swept hyperparameters), seed, status (done, diverged or failed). cpu_tuned adds selected (the variant chosen on validation accuracy) and cell (the comparison-axis part of the variant).
Metrics: every other column. Definitions and references are on the Metrics page. An empty cell means the metric is undefined for that run, for example forward transfer in Class-IL or stream metrics for consolidation methods. Diverged runs keep their metrics, computed on the model whose parameters stopped changing at the divergence.

Final accuracy (cpu_main, mean over seeds)

Method	Split MNIST (Class-IL)	Split MNIST (Task-IL)	Permuted MNIST (Domain-IL)	Split CIFAR-10 (Class-IL)	Split CIFAR-100 (Class-IL)	text5 + Pythia-70M (Class-IL)
Naive	0.196	0.980	0.805	0.182	0.046	0.097
Joint (upper bound)	0.950	0.993	0.909	0.462	0.120	0.529
EWC	0.196	0.981	0.832	0.159	0.041	0.105
LwF	0.228	0.990	0.817	0.171	0.047	0.105
Experience Replay	0.858	0.983	0.869	0.290	0.057	0.329
ER-ACE	0.875	0.986	0.883	0.393	0.103	0.377
DER++	0.871	0.991	0.902	0.285	0.063	0.397
A-GEM	0.335	0.984	0.864	0.180	0.044	0.100
GEM	0.882	0.986	0.874	0.262	0.071	0.384
LoRA-per-task	0.184	0.986	0.619	0.129	0.015	0.024
O-LoRA	0.195	0.970	0.607	0.152	0.040	0.029
Task Arithmetic	0.531	0.979	0.570	0.151	0.011	0.034
TIES-Merging	0.561	0.983	0.677	0.160	0.013	0.033
MagMax	0.572	0.982	0.836	0.207	0.092	0.126
Multi-teacher distillation	0.863	0.986	0.773	0.267	0.040	0.452
Continual distillation	0.586	0.980	0.818	0.229	0.030	0.331

Means are over the seeds that did not diverge. "diverged" marks a benchmark where every seed of the method diverged (its loss became non-finite or exceeded 1000 × its first value); such runs are kept with status = diverged.

How the data were produced

Hardware: 4 CPU cores (Intel Xeon @ 2.1 GHz), no GPU.
Vision: MLP 2×400 on the MNIST benchmarks (1 epoch per task), reduced ResNet-18 on Split CIFAR-10/100 (2 epochs). Language: Pythia-70M on text5 (AG News → Yelp → Amazon → DBpedia → Yahoo Answers), 1,000 training texts per task (2,000 in cpu_text5_full).
Replay and distillation methods keep 500 samples (vision) or 200 (text).
Reproduce with contilab run configs/experiments/<config>.yaml; the setup and every deviation from the design are listed on the Results page.

Citation

@software{contilab2026,
  author  = {Park, Yeochoon},
  title   = {contilab: a performance-first framework for continual learning benchmarking, distillation and model merging},
  year    = {2026},
  version = {0.4.0},
  doi     = {10.5281/zenodo.23906803},
  url     = {https://github.com/JonPark0/contilab}
}

License

MIT, like contilab. The benchmarks' source datasets keep their own licenses.

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