lambda debug

在实验中的某个已不可考证的环节，我们曾猜测提高 lambda 可以提升效果，因此 alpha=0.1 和 0.05 的 lambda 被从5提升到了20。然而，尽管这个优化没有被采纳到 V7 ，在之后的实验中我们既没有把 alpha=0.3 和 0.5 的 lambda 提升到 20 ，也没有把 alpha=0.1 和 0.05 的 lambda 恢复到5。这个事实对于之前得出的一些实验结论提出了挑战。

除此之外，我们意外发现在之前的所有实验中，服务器端的 IFFI 都没有被启用。

考虑到这两点，我们认为重新实验是有必要的。

Alpha = 0.05

Algorithm: OneshotOursV7 (DRCL with ETF Anchors and Lambda Annealing) + Simple Server Aggregation

Round	Algorithm	Accuracy	Model Variance (Mean)	G-Protos Std
0	OursV7+Simple	0.3111	0.000500	1.00230
10	OursV7+Simple	0.4850	0.001434	0.94234
20	OursV7+Simple	0.5680	0.002026	0.88015
30	OursV7+Simple	0.6212	0.002508	0.81882
40	OursV7+Simple	0.6484	0.002924	0.76189
50	OursV7+Simple	0.6777	0.003293	0.70978

Algorithm: OneshotOursV6 (DRCL and Lambda Annealing) + Simple Server Aggregation

Round	Algorithm	Accuracy	Model Variance (Mean)	G-Protos Std
0	OursV6+Simple	0.3007	0.000510	1.00220
10	OursV6+Simple	0.5093	0.001431	0.94247
20	OursV6+Simple	0.6019	0.002027	0.87989
30	OursV6+Simple	0.6365	0.002508	0.81893
40	OursV6+Simple	0.6564	0.002923	0.76179
50	OursV6+Simple	0.6817	0.003296	0.70938

Algorithm: OneshotOurs (V4) + Simple Server Aggregation

Round	Algorithm	Accuracy	Model Variance (Mean)	G-Protos Std
0	OursV4+Simple	0.2829	0.000509	1.00606
10	OursV4+Simple	0.4973	0.001430	1.00622
20	OursV4+Simple	0.5784	0.002012	1.00636
30	OursV4+Simple	0.6238	0.002477	1.00648
40	OursV4+Simple	0.6384	0.002880	1.00661
50	OursV4+Simple	0.6697	0.003234	1.00672

Algorithm: OneshotOursV6 (DRCL and Lambda Annealing) + Advanced IFFI Server Aggregation

Round	Algorithm	Accuracy	Model Variance (Mean)	G-Protos Std
0	OursV6+Advanced	0.2520	0.000510	1.00220
10	OursV6+Advanced	0.5121	0.001431	0.94247
20	OursV6+Advanced	0.6141	0.002027	0.87989
30	OursV6+Advanced	0.6736	0.002508	0.81893
40	OursV6+Advanced	0.6975	0.002923	0.76179
50	OursV6+Advanced	0.7211	0.003296	0.70938

Algorithm: OneshotOurs (V4) + Advanced IFFI Server Aggregation

Round	Algorithm	Accuracy	Model Variance (Mean)	G-Protos Std
0	OursV4+Advanced	0.2445	0.000509	1.00606
10	OursV4+Advanced	0.4949	0.001430	1.00622
20	OursV4+Advanced	0.5916	0.002012	1.00636
30	OursV4+Advanced	0.6447	0.002477	1.00648
40	OursV4+Advanced	0.6590	0.002880	1.00661
50	OursV4+Advanced	0.6978	0.003234	1.00672

Alpha = 0.1

Algorithm: OneshotOursV7 (DRCL with ETF Anchors and Lambda Annealing) + Simple Server Aggregation

Round	Algorithm	Accuracy	Model Variance (Mean)	G-Protos Std
0	OursV7+Simple	0.3158	0.000556	1.00131
10	OursV7+Simple	0.5620	0.001603	0.92845
20	OursV7+Simple	0.6596	0.002283	0.85353
30	OursV7+Simple	0.7161	0.002830	0.78167
40	OursV7+Simple	0.7435	0.003305	0.71536
50	OursV7+Simple	0.7686	0.003730	0.65452

Algorithm: OneshotOursV6 (DRCL and Lambda Annealing) + Simple Server Aggregation

Round	Algorithm	Accuracy	Model Variance (Mean)	G-Protos Std
0	OursV6+Simple	0.3080	0.000558	1.00132
10	OursV6+Simple	0.5447	0.001607	0.92906
20	OursV6+Simple	0.6453	0.002291	0.85352
30	OursV6+Simple	0.7015	0.002816	0.78187
40	OursV6+Simple	0.7343	0.003315	0.71540
50	OursV6+Simple	0.7595	0.003742	0.65502

Algorithm: OneshotOurs (V4) + Simple Server Aggregation

Round	Algorithm	Accuracy	Model Variance (Mean)	G-Protos Std
0	OursV4+Simple	0.3132	0.000554	1.00604
10	OursV4+Simple	0.5465	0.001613	1.00621
20	OursV4+Simple	0.6534	0.002278	1.00637
30	OursV4+Simple	0.7024	0.002816	1.00651
40	OursV4+Simple	0.7321	0.003283	1.00664
50	OursV4+Simple	0.7610	0.003697	1.00676

Algorithm: OneshotOursV7 (DRCL with ETF Anchors and Lambda Annealing) + Advanced IFFI Server Aggregation

Round	Algorithm	Accuracy	Model Variance (Mean)	G-Protos Std
0	OursV7+Advanced	0.2879	0.000554	1.00604
10	OursV7+Advanced	0.5575	0.001613	1.00621
20	OursV7+Advanced	0.6657	0.002278	1.00637
30	OursV7+Advanced	0.7067	0.002816	1.00651
40	OursV7+Advanced	0.7447	0.003283	1.00664
50	OursV7+Advanced	0.7720	0.003703	1.00676

Algorithm: OneshotOursV6 (DRCL and Lambda Annealing) + Advanced IFFI Server Aggregation

Round	Algorithm	Accuracy	Model Variance (Mean)	G-Protos Std
0	OursV6+Advanced	0.2977	0.000558	1.00132
10	OursV6+Advanced	0.5587	0.001613	0.92906
20	OursV6+Advanced	0.6614	0.002278	0.85352
30	OursV6+Advanced	0.7162	0.002818	0.78187
40	OursV6+Advanced	0.7536	0.003285	0.71540
50	OursV6+Advanced	0.7789	0.003703	0.65502