Experimental Results

Full Rank Matrices

Matrix Size	Density	Avg Iterations	Avg Time (sec)
500x500	0.3	1.2	0.142
1000x1000	0.3	1.3	0.699

Singular Matrices with RHS in Image

Rank ≤ 1000

Density	Avg Iterations	Avg Time (sec)
0.5	1.6	3.224
0.3	1.3	3.163
0.1	1.1	3.121

Rank ≤ 500

Density	Avg Iterations	Avg Time (sec)
0.5	1.7	4.578
0.3	1.4	4.341
0.1	1.5	3.574

Rank ≤ 100

Density	Avg Iterations	Avg Time (sec)
0.5	1.3	4.439
0.3	1.4	3.065
0.1	1.0	1.019

Note: All experiments were run on 10 random systems (epochs=10).