repro-bundle/verify/claim5/sweep.csv

delta,N_theory_polylog
0.1,32
0.01,41
0.001,50
0.0001,59
1e-05,68
1e-06,77

family,N,prox_var_rel_err,ula_eta0.2,ula_eta0.05,ula_eta0.01
gaussian,1,0.423844971880527,0.5598137516286136,0.8263697100067098,0.8967295543906308
gaussian,3,0.10196394063448792,0.18570236877350776,0.6757039264292384,0.8628282393129133
gaussian,10,0.040609683863475056,0.08650911685408175,0.3359071055583939,0.7546257937360298
gaussian,30,0.039281183532583974,0.10848705594203599,0.04958466091705661,0.5169302215235172
gaussian,80,0.041490927239618454,0.10893047411004872,0.04519564189666963,0.20727545201644465
laplace_smooth,1,0.22880495937775935,0.08702000041051738,0.5718654876107704,0.7448556718298753
laplace_smooth,3,0.09612693520770778,0.6477052075712373,0.20929870441990914,0.6617672665772093
laplace_smooth,10,0.04100385287197553,0.34861909441718425,0.3717098903538449,0.3997296461210509
laplace_smooth,30,0.0352191435283349,0.34384927458609127,0.10225901403771809,0.11839049704007922
laplace_smooth,80,0.04184311599324896,0.3500942723741143,0.06969183160899696,0.25757501145348927
logistic_like,1,1.1002387667283764,0.4940155674937969,0.41400245573436445,0.6549338720957516
logistic_like,3,0.29471769558553146,1.665079094299681,0.13519611333076942,0.5374099593802754
logistic_like,10,0.043419311840803186,0.6113634348441176,1.2704899441535724,0.14817601944344555
logistic_like,30,0.04177433293297047,0.5956734687190716,0.22460234340686566,0.7760891191607894
logistic_like,80,0.039181483089382206,0.6052425308792273,0.1065144806580747,0.9235672065034793
log_cosh,1,0.3022875929312025,0.13341170082015533,0.5527840534665176,0.7338248632777931
log_cosh,3,0.09733382202846369,0.6892107347945499,0.17099378723685146,0.6466664194964368
log_cosh,10,0.03996727971440819,0.3637302031984088,0.4106238633956124,0.370977010388979
log_cosh,30,0.04135189689984028,0.35899280819310975,0.09689735829100384,0.16903851193809477
log_cosh,80,0.03821391602966965,0.3657932730069484,0.07112457192524697,0.25822321623102445