diff --git a/figures/cpu_matvec.pdf b/figures/cpu_matvec.pdf
index 96a50cc..30c5d2e 100644
Binary files a/figures/cpu_matvec.pdf and b/figures/cpu_matvec.pdf differ
diff --git a/figures/cpu_matvec.png b/figures/cpu_matvec.png
index 4b6f76f..b4f7b4f 100644
Binary files a/figures/cpu_matvec.png and b/figures/cpu_matvec.png differ
diff --git a/figures/kernels.pdf b/figures/kernels.pdf
index 42739b4..64ee6ae 100644
Binary files a/figures/kernels.pdf and b/figures/kernels.pdf differ
diff --git a/figures/kernels.png b/figures/kernels.png
index 94f7f8d..69ddbc7 100644
Binary files a/figures/kernels.png and b/figures/kernels.png differ
diff --git a/figures/mlfmm.pdf b/figures/mlfmm.pdf
index 5afa988..f062553 100644
Binary files a/figures/mlfmm.pdf and b/figures/mlfmm.pdf differ
diff --git a/figures/mlfmm_bw.pdf b/figures/mlfmm_bw.pdf
index cf8525e..b439516 100644
Binary files a/figures/mlfmm_bw.pdf and b/figures/mlfmm_bw.pdf differ
diff --git a/figures/mlfmm_bw.png b/figures/mlfmm_bw.png
index 4a68214..fe078c7 100644
Binary files a/figures/mlfmm_bw.png and b/figures/mlfmm_bw.png differ
diff --git a/figures/mlfmm_minsky.pdf b/figures/mlfmm_minsky.pdf
index a184e9c..12e4c9b 100644
Binary files a/figures/mlfmm_minsky.pdf and b/figures/mlfmm_minsky.pdf differ
diff --git a/figures/plots.py b/figures/plots.py
index b8ad699..c67133b 100644
--- a/figures/plots.py
+++ b/figures/plots.py
@@ -17,7 +17,7 @@ def autolabel(ax, rect):
         ha='center', va='bottom')
 
 path = 'figures/cpu_matvec'
-fig, ax = plt.subplots()
+fig, ax = plt.subplots(figsize=(6, 3))
 systems = ('XE (32T)', "S822LC (160T)")
 mlfmm = (8.65e4, 4.84e4)
 total = (1.2e5, 5.77e4)
@@ -33,13 +33,14 @@ ax.legend(handles, labels)
 sns.despine(trim=True)
 plt.savefig(path+'.pdf', bbox_inches=BBOX_INCHES)
 plt.savefig(path+'.png', dpi=DPI, bbox_inches=BBOX_INCHES)
+
 print path
 
 
 
 path = 'figures/kernels'
 fig, ax = plt.subplots()
-systems = ['32T\n(1x XE)', "160T\n(1x S822LC)", "4 GPU\n(4x XK)" ,"4 GPU\n(1x S822LC)"]
+systems = ['32T\n(1 XE)', "160T\n(1 S822LC)", "4 GPU\n(4 XK)" ,"4 GPU\n(1 S822LC)"]
 x_pos = np.arange(len(systems))
 p2m = (127.10, 72.10749, 7.73, 1.604)
 m2m = (156.2506, 102.61091, 9.613814, 1.746476)
@@ -80,7 +81,7 @@ print path
 path='figures/mlfmm_bw'
 width=0.33
 fig, ax = plt.subplots()
-systems = ('1T\n(1x XE)', "32T\n(1x XE)", "1 GPU\n(1x XK)" ,"4 GPU\n(4x XK)", "16 GPU\n(16x XK)")
+systems = ('1T\n(1 XE)', "32T\n(1 XE)", "1 GPU\n(1 XK)" ,"4 GPU\n(4 XK)", "16 GPU\n(16 XK)")
 mlfmm = (1.50e6, 8.64e4, 2.783779e4, 7.01e3, 1.89e3)
 num = (45,45,45,45,47)
 x_pos = np.arange(len(systems))