Linear Regression on Synthetic Multi-task Dataset d=50, K=20, epsilon=0.2 (test)

0.688Local ErrorJRGE

Evaluation Results

Method
JRGE2026.07	0.688	0.399
JRGE2026.07	0.749	0.419
RMTFL2026.07	0.815	2.89
JRGE2026.07	0.835	0.442
Single-task2026.07	0.84	—
Mean-reg2026.07	0.864	2.483
Dirty2026.07	0.872	2.461
JRGE2026.07	0.944	0.482
RMTFL2026.07	0.95	2.998
Single-task2026.07	0.988	—
Dirty2026.07	0.988	2.476
Mean-reg2026.07	0.993	2.568
ARMUL2026.07	1.091	1.081
JRGE2026.07	1.101	0.547
ARMUL2026.07	1.123	1.113
RMTFL2026.07	1.145	2.992
Dirty2026.07	1.18	2.395
ARMUL2026.07	1.182	1.138
Mean-reg2026.07	1.194	2.694
ARMUL2026.07	1.204	1.141
Single-task2026.07	1.228	—
Filtering2026.07	1.243	0.494
MoM-Filtering2026.07	1.243	0.494
Filtering2026.07	1.248	0.518
MoM-Filtering2026.07	1.248	0.518
Filtering2026.07	1.26	0.554
MoM-Filtering2026.07	1.26	0.554
ARMUL2026.07	1.275	1.134
History2026.07	1.275	0.566
Bulyan2026.07	1.285	0.59
Filtering2026.07	1.286	0.595
MoM-Filtering2026.07	1.286	0.595
History2026.07	1.286	0.604
Bulyan2026.07	1.299	0.632
History2026.07	1.3	0.631
JRGE2026.07	1.315	0.737
Bulyan2026.07	1.316	0.672
Filtering2026.07	1.321	0.669
MoM-Filtering2026.07	1.321	0.669
History2026.07	1.337	0.698
Median2026.07	1.343	0.708
Bulyan2026.07	1.355	0.728
Median2026.07	1.367	0.763
Trimmed mean2026.07	1.387	0.788
Median2026.07	1.39	0.801
History2026.07	1.393	0.796
Trimmed mean2026.07	1.411	0.84
Bulyan2026.07	1.412	0.834
MoM-Krum2026.07	1.43	0.871
RLRMTL2026.07	1.438	2.988
Trimmed mean2026.07	1.441	0.886
Median2026.07	1.445	0.887
RLRMTL2026.07	1.446	3.002
Bucketing2026.07	1.447	0.888
RLRMTL2026.07	1.453	3.004
MoM-Krum2026.07	1.456	0.912
Filtering2026.07	1.469	0.933
MoM-Filtering2026.07	1.469	0.933
RLRMTL2026.07	1.469	3.016
Bucketing2026.07	1.472	0.939
RMTFL2026.07	1.475	2.986
RLRMTL2026.07	1.483	3.024
MoM-Krum2026.07	1.501	0.992
Bucketing2026.07	1.51	0.994
Trimmed mean2026.07	1.511	0.993
RLRMTL2026.07	1.52	3.059
Mean-reg2026.07	1.525	2.916
Dirty2026.07	1.526	2.3
Median2026.07	1.543	1.033
Bucketing2026.07	1.594	1.114
MoM-Krum2026.07	1.599	1.124
History2026.07	1.612	1.147
Single-task2026.07	1.629	—
Trimmed mean2026.07	1.645	1.181
Bulyan2026.07	1.658	1.208
ARMUL2026.07	1.658	1.432
Krum2026.07	1.734	1.324
MoM-Krum2026.07	1.755	1.335
Krum2026.07	1.775	1.38
Bucketing2026.07	1.782	1.364
Krum2026.07	1.871	1.502
Median2026.07	1.963	1.602
RMTFL2026.07	1.988	2.975
Dirty2026.07	2.049	3.164
Mean-reg2026.07	2.078	3.352
Krum2026.07	2.108	1.772
Single-task2026.07	2.17	—
Trimmed mean2026.07	2.292	1.993
MoM-Krum2026.07	2.453	2.172
Krum2026.07	2.456	2.161
Single-task2026.07	2.616	—
RMTFL2026.07	2.618	3.351
Dirty2026.07	2.624	3.884
Mean-reg2026.07	2.643	3.87
Krum2026.07	2.817	2.566
Bucketing2026.07	2.93	2.702
Average2026.07	13.096	13.043
Average2026.07	13.108	13.062
Average2026.07	13.139	13.088
Average2026.07	13.18	13.132