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Tinsae
2026-07-05 07:52:20 +02:00
parent 7f848b0485
commit ffa43d5c2f
6 changed files with 481 additions and 3 deletions
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6
Tune_new.py
View File

@@ -213,7 +213,7 @@ def run_unlearning_and_strategy_eval(env_dict, forget_class_idx, strategy, evalu
# entry
if __name__ == "__main__":
outer_loop = 11
outer_loop = 10
inner_loop = CLASS_SIZE
for k in range(outer_loop):
@@ -228,7 +228,7 @@ if __name__ == "__main__":
finetuning = True
run_finetuning_or_baseline_eval(runtime_environment, run_training = finetuning)
# scale 16400.0 for ResNet
scale = 20300
scale = 20100
# batch 8 for resNet,
unlearning_batches = 16
# regularis
@@ -267,7 +267,7 @@ if __name__ == "__main__":
#linear_filtration
]
# Unlearning Iteration
for i in range(0, inner_loop):
for i in range(4, inner_loop):
for strategy in strategies:

117
reports/CertifiedUnlearning/RESNET34/forget.csv
View File

@@ -180,3 +180,120 @@ accuracy,macro_precision,macro_recall,macro_f1,weighted_precision,weighted_recal
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0.0875,1.0000,0.0875,0.1609,1.0000,0.0875,0.1609
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0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.4625,1.0000,0.4625,0.6325,1.0000,0.4625,0.6325
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0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
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0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
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0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
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0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
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0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.1500,1.0000,0.1500,0.2609,1.0000,0.1500,0.2609
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
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0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0500,1.0000,0.0500,0.0952,1.0000,0.0500,0.0952
0.6500,1.0000,0.6500,0.7879,1.0000,0.6500,0.7879
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0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.1000,1.0000,0.1000,0.1818,1.0000,0.1000,0.1818
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0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
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0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
1 accuracy macro_precision macro_recall macro_f1 weighted_precision weighted_recall weighted_f1
180 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
181 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
182 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
183 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
184 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
185 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
186 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
187 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
188 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
189 0.0875 1.0000 0.0875 0.1609 1.0000 0.0875 0.1609
190 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
191 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
192 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
193 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
194 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
195 0.1375 1.0000 0.1375 0.2418 1.0000 0.1375 0.2418
196 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
197 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
198 0.0125 1.0000 0.0125 0.0247 1.0000 0.0125 0.0247
199 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
200 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
201 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
202 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
203 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
204 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
205 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
206 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
207 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
208 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
209 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
210 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
211 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
212 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
213 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
214 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
215 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
216 0.0250 1.0000 0.0250 0.0488 1.0000 0.0250 0.0488
217 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
218 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
219 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
220 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
221 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
222 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
223 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
224 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
225 0.4625 1.0000 0.4625 0.6325 1.0000 0.4625 0.6325
226 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
227 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
228 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
229 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
230 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
231 0.0125 1.0000 0.0125 0.0247 1.0000 0.0125 0.0247
232 0.0750 1.0000 0.0750 0.1395 1.0000 0.0750 0.1395
233 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
234 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
235 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
236 0.7000 1.0000 0.7000 0.8235 1.0000 0.7000 0.8235
237 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
238 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
239 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
240 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
241 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
242 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
243 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
244 0.1500 1.0000 0.1500 0.2609 1.0000 0.1500 0.2609
245 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
246 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
247 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
248 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
249 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
250 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
251 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
252 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
253 0.0500 1.0000 0.0500 0.0952 1.0000 0.0500 0.0952
254 0.6500 1.0000 0.6500 0.7879 1.0000 0.6500 0.7879
255 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
256 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
257 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
258 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
259 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
260 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
261 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
262 0.1000 1.0000 0.1000 0.1818 1.0000 0.1000 0.1818
263 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
264 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
265 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
266 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
267 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
268 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
269 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
270 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
271 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
272 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
273 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
274 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
275 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
276 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
277 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
278 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
279 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
280 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
281 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
282 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
283 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
284 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
285 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
286 0.1000 1.0000 0.1000 0.1818 1.0000 0.1000 0.1818
287 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
288 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
289 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
290 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
291 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
292 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
293 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
294 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
295 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
296 0.0250 1.0000 0.0250 0.0488 1.0000 0.0250 0.0488
297 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
298 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
299 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000

117
reports/CertifiedUnlearning/RESNET34/forget_train.csv
View File

@@ -180,3 +180,120 @@ accuracy,macro_precision,macro_recall,macro_f1,weighted_precision,weighted_recal
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
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0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0938,1.0000,0.0938,0.1714,1.0000,0.0938,0.1714
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0875,1.0000,0.0875,0.1609,1.0000,0.0875,0.1609
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0500,1.0000,0.0500,0.0952,1.0000,0.0500,0.0952
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0031,1.0000,0.0031,0.0062,1.0000,0.0031,0.0062
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0187,1.0000,0.0187,0.0368,1.0000,0.0187,0.0368
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.6469,1.0000,0.6469,0.7856,1.0000,0.6469,0.7856
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0344,1.0000,0.0344,0.0665,1.0000,0.0344,0.0665
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.8750,1.0000,0.8750,0.9333,1.0000,0.8750,0.9333
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.1594,1.0000,0.1594,0.2749,1.0000,0.1594,0.2749
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0281,1.0000,0.0281,0.0547,1.0000,0.0281,0.0547
0.6594,1.0000,0.6594,0.7947,1.0000,0.6594,0.7947
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.1187,1.0000,0.1187,0.2123,1.0000,0.1187,0.2123
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.1000,1.0000,0.1000,0.1818,1.0000,0.1000,0.1818
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0031,1.0000,0.0031,0.0062,1.0000,0.0031,0.0062
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0344,1.0000,0.0344,0.0665,1.0000,0.0344,0.0665
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0031,1.0000,0.0031,0.0062,1.0000,0.0031,0.0062
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
1 accuracy macro_precision macro_recall macro_f1 weighted_precision weighted_recall weighted_f1
180 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
181 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
182 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
183 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
184 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
185 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
186 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
187 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
188 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
189 0.0938 1.0000 0.0938 0.1714 1.0000 0.0938 0.1714
190 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
191 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
192 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
193 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
194 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
195 0.0875 1.0000 0.0875 0.1609 1.0000 0.0875 0.1609
196 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
197 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
198 0.0500 1.0000 0.0500 0.0952 1.0000 0.0500 0.0952
199 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
200 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
201 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
202 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
203 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
204 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
205 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
206 0.0031 1.0000 0.0031 0.0062 1.0000 0.0031 0.0062
207 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
208 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
209 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
210 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
211 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
212 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
213 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
214 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
215 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
216 0.0187 1.0000 0.0187 0.0368 1.0000 0.0187 0.0368
217 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
218 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
219 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
220 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
221 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
222 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
223 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
224 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
225 0.6469 1.0000 0.6469 0.7856 1.0000 0.6469 0.7856
226 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
227 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
228 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
229 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
230 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
231 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
232 0.0344 1.0000 0.0344 0.0665 1.0000 0.0344 0.0665
233 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
234 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
235 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
236 0.8750 1.0000 0.8750 0.9333 1.0000 0.8750 0.9333
237 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
238 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
239 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
240 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
241 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
242 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
243 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
244 0.1594 1.0000 0.1594 0.2749 1.0000 0.1594 0.2749
245 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
246 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
247 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
248 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
249 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
250 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
251 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
252 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
253 0.0281 1.0000 0.0281 0.0547 1.0000 0.0281 0.0547
254 0.6594 1.0000 0.6594 0.7947 1.0000 0.6594 0.7947
255 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
256 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
257 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
258 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
259 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
260 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
261 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
262 0.1187 1.0000 0.1187 0.2123 1.0000 0.1187 0.2123
263 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
264 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
265 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
266 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
267 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
268 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
269 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
270 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
271 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
272 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
273 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
274 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
275 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
276 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
277 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
278 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
279 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
280 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
281 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
282 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
283 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
284 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
285 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
286 0.1000 1.0000 0.1000 0.1818 1.0000 0.1000 0.1818
287 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
288 0.0031 1.0000 0.0031 0.0062 1.0000 0.0031 0.0062
289 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
290 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
291 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
292 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
293 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
294 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
295 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
296 0.0344 1.0000 0.0344 0.0665 1.0000 0.0344 0.0665
297 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
298 0.0031 1.0000 0.0031 0.0062 1.0000 0.0031 0.0062
299 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000

117
reports/CertifiedUnlearning/RESNET34/retain.csv
View File

@@ -180,3 +180,120 @@ accuracy,macro_precision,macro_recall,macro_f1,weighted_precision,weighted_recal
0.6868,0.8858,0.6868,0.7093,0.8858,0.6868,0.7093
0.5974,0.8714,0.5974,0.6424,0.8714,0.5974,0.6424
0.7947,0.8775,0.7947,0.8005,0.8775,0.7947,0.8005
0.9342,0.9418,0.9342,0.9355,0.9418,0.9342,0.9355
0.9336,0.9396,0.9336,0.9340,0.9396,0.9336,0.9340
0.7066,0.9040,0.7066,0.7531,0.9040,0.7066,0.7531
0.6803,0.8587,0.6803,0.6942,0.8587,0.6803,0.6942
0.9428,0.9463,0.9428,0.9432,0.9463,0.9428,0.9432
0.8796,0.9162,0.8796,0.8882,0.9162,0.8796,0.8882
0.9559,0.9574,0.9559,0.9560,0.9574,0.9559,0.9560
0.8178,0.8856,0.8178,0.8273,0.8856,0.8178,0.8273
0.3230,0.5430,0.3230,0.2844,0.5430,0.3230,0.2844
0.9079,0.9206,0.9079,0.9087,0.9206,0.9079,0.9087
0.9112,0.9318,0.9112,0.9153,0.9318,0.9112,0.9153
0.1711,0.8832,0.1711,0.1874,0.8832,0.1711,0.1874
0.9467,0.9501,0.9467,0.9472,0.9501,0.9467,0.9472
0.8375,0.8900,0.8375,0.8441,0.8900,0.8375,0.8441
0.1553,0.4464,0.1553,0.1480,0.4464,0.1553,0.1480
0.9513,0.9528,0.9513,0.9515,0.9528,0.9513,0.9515
0.9197,0.9319,0.9197,0.9225,0.9319,0.9197,0.9225
0.9184,0.9254,0.9184,0.9187,0.9254,0.9184,0.9187
0.5217,0.8559,0.5217,0.5377,0.8559,0.5217,0.5377
0.0592,0.1081,0.0592,0.0173,0.1081,0.0592,0.0173
0.9125,0.9302,0.9125,0.9161,0.9302,0.9125,0.9161
0.8855,0.9115,0.8855,0.8897,0.9115,0.8855,0.8897
0.8822,0.9074,0.8822,0.8861,0.9074,0.8822,0.8861
0.9401,0.9432,0.9401,0.9401,0.9432,0.9401,0.9401
0.8803,0.9039,0.8803,0.8822,0.9039,0.8803,0.8822
0.2539,0.9097,0.2539,0.2988,0.9097,0.2539,0.2988
0.7053,0.8386,0.7053,0.7030,0.8386,0.7053,0.7030
0.8888,0.9101,0.8888,0.8912,0.9101,0.8888,0.8912
0.9408,0.9461,0.9408,0.9416,0.9461,0.9408,0.9416
0.7941,0.8890,0.7941,0.8076,0.8890,0.7941,0.8076
0.9257,0.9361,0.9257,0.9272,0.9361,0.9257,0.9272
0.8750,0.8993,0.8750,0.8753,0.8993,0.8750,0.8753
0.9434,0.9460,0.9434,0.9437,0.9460,0.9434,0.9437
0.8618,0.8940,0.8618,0.8648,0.8940,0.8618,0.8648
0.9520,0.9552,0.9520,0.9523,0.9552,0.9520,0.9523
0.9368,0.9410,0.9368,0.9364,0.9410,0.9368,0.9364
0.5882,0.9054,0.5882,0.6334,0.9054,0.5882,0.6334
0.8724,0.9104,0.8724,0.8802,0.9104,0.8724,0.8802
0.7770,0.8787,0.7770,0.7941,0.8787,0.7770,0.7941
0.9513,0.9534,0.9513,0.9516,0.9534,0.9513,0.9516
0.8000,0.9212,0.8000,0.8329,0.9212,0.8000,0.8329
0.0586,0.0181,0.0586,0.0139,0.0181,0.0586,0.0139
0.9520,0.9545,0.9520,0.9522,0.9545,0.9520,0.9522
0.3230,0.6044,0.3230,0.2961,0.6044,0.3230,0.2961
0.6750,0.8942,0.6750,0.7159,0.8942,0.6750,0.7159
0.0526,0.0028,0.0526,0.0053,0.0028,0.0526,0.0053
0.8928,0.9175,0.8928,0.8968,0.9175,0.8928,0.8968
0.7711,0.8851,0.7711,0.7787,0.8851,0.7711,0.7787
0.9454,0.9487,0.9454,0.9459,0.9487,0.9454,0.9459
0.9250,0.9418,0.9250,0.9289,0.9418,0.9250,0.9289
0.9066,0.9194,0.9066,0.9077,0.9194,0.9066,0.9077
0.3066,0.5730,0.3066,0.2842,0.5730,0.3066,0.2842
0.8322,0.8895,0.8322,0.8411,0.8895,0.8322,0.8411
0.9526,0.9558,0.9526,0.9531,0.9558,0.9526,0.9531
0.9487,0.9503,0.9487,0.9488,0.9503,0.9487,0.9488
0.7783,0.9020,0.7783,0.8083,0.9020,0.7783,0.8083
0.8138,0.8956,0.8138,0.8288,0.8956,0.8138,0.8288
0.8928,0.9318,0.8928,0.9031,0.9318,0.8928,0.9031
0.9118,0.9225,0.9118,0.9129,0.9225,0.9118,0.9129
0.4289,0.8331,0.4289,0.4449,0.8331,0.4289,0.4449
0.0658,0.0090,0.0658,0.0152,0.0090,0.0658,0.0152
0.9447,0.9487,0.9447,0.9453,0.9487,0.9447,0.9453
0.7125,0.9168,0.7125,0.7656,0.9168,0.7125,0.7656
0.7941,0.8665,0.7941,0.7978,0.8665,0.7941,0.7978
0.9178,0.9255,0.9178,0.9183,0.9255,0.9178,0.9183
0.7776,0.8719,0.7776,0.7794,0.8719,0.7776,0.7794
0.9336,0.9384,0.9336,0.9341,0.9384,0.9336,0.9341
0.0901,0.0802,0.0901,0.0377,0.0802,0.0901,0.0377
0.0816,0.0089,0.0816,0.0159,0.0089,0.0816,0.0159
0.3513,0.8755,0.3513,0.4051,0.8755,0.3513,0.4051
0.9368,0.9419,0.9368,0.9379,0.9419,0.9368,0.9379
0.9467,0.9496,0.9467,0.9471,0.9496,0.9467,0.9471
0.9382,0.9425,0.9382,0.9389,0.9425,0.9382,0.9389
0.2184,0.5216,0.2184,0.1873,0.5216,0.2184,0.1873
0.9355,0.9394,0.9355,0.9359,0.9394,0.9355,0.9359
0.9257,0.9360,0.9257,0.9275,0.9360,0.9257,0.9275
0.9257,0.9362,0.9257,0.9279,0.9362,0.9257,0.9279
0.4592,0.6903,0.4592,0.3984,0.6903,0.4592,0.3984
0.6000,0.8212,0.6000,0.5971,0.8212,0.6000,0.5971
0.9546,0.9574,0.9546,0.9549,0.9574,0.9546,0.9549
0.8441,0.8975,0.8441,0.8542,0.8975,0.8441,0.8542
0.6809,0.8612,0.6809,0.7135,0.8612,0.6809,0.7135
0.8421,0.8848,0.8421,0.8447,0.8848,0.8421,0.8447
0.8382,0.8818,0.8382,0.8448,0.8818,0.8382,0.8448
0.0954,0.2383,0.0954,0.0573,0.2383,0.0954,0.0573
0.2086,0.6262,0.2086,0.2278,0.6262,0.2086,0.2278
0.8822,0.9134,0.8822,0.8878,0.9134,0.8822,0.8878
0.9118,0.9226,0.9118,0.9130,0.9226,0.9118,0.9130
0.8382,0.9000,0.8382,0.8451,0.9000,0.8382,0.8451
0.8724,0.9020,0.8724,0.8754,0.9020,0.8724,0.8754
0.9309,0.9422,0.9309,0.9335,0.9422,0.9309,0.9335
0.9132,0.9231,0.9132,0.9137,0.9231,0.9132,0.9137
0.9355,0.9408,0.9355,0.9362,0.9408,0.9355,0.9362
0.8961,0.9266,0.8961,0.9032,0.9266,0.8961,0.9032
0.8816,0.9039,0.8816,0.8837,0.9039,0.8816,0.8837
0.8138,0.8990,0.8138,0.8313,0.8990,0.8138,0.8313
0.8007,0.9062,0.8007,0.8260,0.9062,0.8007,0.8260
0.7816,0.8685,0.7816,0.7837,0.8685,0.7816,0.7837
0.9230,0.9275,0.9230,0.9233,0.9275,0.9230,0.9233
0.1309,0.2875,0.1309,0.0708,0.2875,0.1309,0.0708
0.5658,0.8836,0.5658,0.6070,0.8836,0.5658,0.6070
0.4789,0.7473,0.4789,0.4455,0.7473,0.4789,0.4455
0.9092,0.9223,0.9092,0.9117,0.9223,0.9092,0.9117
0.9375,0.9410,0.9375,0.9379,0.9410,0.9375,0.9379
0.9414,0.9459,0.9414,0.9420,0.9459,0.9414,0.9420
0.9322,0.9371,0.9322,0.9329,0.9371,0.9322,0.9329
0.9289,0.9342,0.9289,0.9298,0.9342,0.9289,0.9298
0.4697,0.7615,0.4697,0.4388,0.7615,0.4697,0.4388
0.2151,0.6152,0.2151,0.1771,0.6152,0.2151,0.1771
0.2322,0.4511,0.2322,0.1764,0.4511,0.2322,0.1764
0.9368,0.9406,0.9368,0.9371,0.9406,0.9368,0.9371
0.7086,0.8906,0.7086,0.7388,0.8906,0.7086,0.7388
0.9296,0.9380,0.9296,0.9309,0.9380,0.9296,0.9309
0.9283,0.9386,0.9283,0.9301,0.9386,0.9283,0.9301
0.5658,0.8289,0.5658,0.5697,0.8289,0.5658,0.5697
0.9099,0.9273,0.9099,0.9123,0.9273,0.9099,0.9123
0.4000,0.8547,0.4000,0.4331,0.8547,0.4000,0.4331
1 accuracy macro_precision macro_recall macro_f1 weighted_precision weighted_recall weighted_f1
180 0.6868 0.8858 0.6868 0.7093 0.8858 0.6868 0.7093
181 0.5974 0.8714 0.5974 0.6424 0.8714 0.5974 0.6424
182 0.7947 0.8775 0.7947 0.8005 0.8775 0.7947 0.8005
183 0.9342 0.9418 0.9342 0.9355 0.9418 0.9342 0.9355
184 0.9336 0.9396 0.9336 0.9340 0.9396 0.9336 0.9340
185 0.7066 0.9040 0.7066 0.7531 0.9040 0.7066 0.7531
186 0.6803 0.8587 0.6803 0.6942 0.8587 0.6803 0.6942
187 0.9428 0.9463 0.9428 0.9432 0.9463 0.9428 0.9432
188 0.8796 0.9162 0.8796 0.8882 0.9162 0.8796 0.8882
189 0.9559 0.9574 0.9559 0.9560 0.9574 0.9559 0.9560
190 0.8178 0.8856 0.8178 0.8273 0.8856 0.8178 0.8273
191 0.3230 0.5430 0.3230 0.2844 0.5430 0.3230 0.2844
192 0.9079 0.9206 0.9079 0.9087 0.9206 0.9079 0.9087
193 0.9112 0.9318 0.9112 0.9153 0.9318 0.9112 0.9153
194 0.1711 0.8832 0.1711 0.1874 0.8832 0.1711 0.1874
195 0.9467 0.9501 0.9467 0.9472 0.9501 0.9467 0.9472
196 0.8375 0.8900 0.8375 0.8441 0.8900 0.8375 0.8441
197 0.1553 0.4464 0.1553 0.1480 0.4464 0.1553 0.1480
198 0.9513 0.9528 0.9513 0.9515 0.9528 0.9513 0.9515
199 0.9197 0.9319 0.9197 0.9225 0.9319 0.9197 0.9225
200 0.9184 0.9254 0.9184 0.9187 0.9254 0.9184 0.9187
201 0.5217 0.8559 0.5217 0.5377 0.8559 0.5217 0.5377
202 0.0592 0.1081 0.0592 0.0173 0.1081 0.0592 0.0173
203 0.9125 0.9302 0.9125 0.9161 0.9302 0.9125 0.9161
204 0.8855 0.9115 0.8855 0.8897 0.9115 0.8855 0.8897
205 0.8822 0.9074 0.8822 0.8861 0.9074 0.8822 0.8861
206 0.9401 0.9432 0.9401 0.9401 0.9432 0.9401 0.9401
207 0.8803 0.9039 0.8803 0.8822 0.9039 0.8803 0.8822
208 0.2539 0.9097 0.2539 0.2988 0.9097 0.2539 0.2988
209 0.7053 0.8386 0.7053 0.7030 0.8386 0.7053 0.7030
210 0.8888 0.9101 0.8888 0.8912 0.9101 0.8888 0.8912
211 0.9408 0.9461 0.9408 0.9416 0.9461 0.9408 0.9416
212 0.7941 0.8890 0.7941 0.8076 0.8890 0.7941 0.8076
213 0.9257 0.9361 0.9257 0.9272 0.9361 0.9257 0.9272
214 0.8750 0.8993 0.8750 0.8753 0.8993 0.8750 0.8753
215 0.9434 0.9460 0.9434 0.9437 0.9460 0.9434 0.9437
216 0.8618 0.8940 0.8618 0.8648 0.8940 0.8618 0.8648
217 0.9520 0.9552 0.9520 0.9523 0.9552 0.9520 0.9523
218 0.9368 0.9410 0.9368 0.9364 0.9410 0.9368 0.9364
219 0.5882 0.9054 0.5882 0.6334 0.9054 0.5882 0.6334
220 0.8724 0.9104 0.8724 0.8802 0.9104 0.8724 0.8802
221 0.7770 0.8787 0.7770 0.7941 0.8787 0.7770 0.7941
222 0.9513 0.9534 0.9513 0.9516 0.9534 0.9513 0.9516
223 0.8000 0.9212 0.8000 0.8329 0.9212 0.8000 0.8329
224 0.0586 0.0181 0.0586 0.0139 0.0181 0.0586 0.0139
225 0.9520 0.9545 0.9520 0.9522 0.9545 0.9520 0.9522
226 0.3230 0.6044 0.3230 0.2961 0.6044 0.3230 0.2961
227 0.6750 0.8942 0.6750 0.7159 0.8942 0.6750 0.7159
228 0.0526 0.0028 0.0526 0.0053 0.0028 0.0526 0.0053
229 0.8928 0.9175 0.8928 0.8968 0.9175 0.8928 0.8968
230 0.7711 0.8851 0.7711 0.7787 0.8851 0.7711 0.7787
231 0.9454 0.9487 0.9454 0.9459 0.9487 0.9454 0.9459
232 0.9250 0.9418 0.9250 0.9289 0.9418 0.9250 0.9289
233 0.9066 0.9194 0.9066 0.9077 0.9194 0.9066 0.9077
234 0.3066 0.5730 0.3066 0.2842 0.5730 0.3066 0.2842
235 0.8322 0.8895 0.8322 0.8411 0.8895 0.8322 0.8411
236 0.9526 0.9558 0.9526 0.9531 0.9558 0.9526 0.9531
237 0.9487 0.9503 0.9487 0.9488 0.9503 0.9487 0.9488
238 0.7783 0.9020 0.7783 0.8083 0.9020 0.7783 0.8083
239 0.8138 0.8956 0.8138 0.8288 0.8956 0.8138 0.8288
240 0.8928 0.9318 0.8928 0.9031 0.9318 0.8928 0.9031
241 0.9118 0.9225 0.9118 0.9129 0.9225 0.9118 0.9129
242 0.4289 0.8331 0.4289 0.4449 0.8331 0.4289 0.4449
243 0.0658 0.0090 0.0658 0.0152 0.0090 0.0658 0.0152
244 0.9447 0.9487 0.9447 0.9453 0.9487 0.9447 0.9453
245 0.7125 0.9168 0.7125 0.7656 0.9168 0.7125 0.7656
246 0.7941 0.8665 0.7941 0.7978 0.8665 0.7941 0.7978
247 0.9178 0.9255 0.9178 0.9183 0.9255 0.9178 0.9183
248 0.7776 0.8719 0.7776 0.7794 0.8719 0.7776 0.7794
249 0.9336 0.9384 0.9336 0.9341 0.9384 0.9336 0.9341
250 0.0901 0.0802 0.0901 0.0377 0.0802 0.0901 0.0377
251 0.0816 0.0089 0.0816 0.0159 0.0089 0.0816 0.0159
252 0.3513 0.8755 0.3513 0.4051 0.8755 0.3513 0.4051
253 0.9368 0.9419 0.9368 0.9379 0.9419 0.9368 0.9379
254 0.9467 0.9496 0.9467 0.9471 0.9496 0.9467 0.9471
255 0.9382 0.9425 0.9382 0.9389 0.9425 0.9382 0.9389
256 0.2184 0.5216 0.2184 0.1873 0.5216 0.2184 0.1873
257 0.9355 0.9394 0.9355 0.9359 0.9394 0.9355 0.9359
258 0.9257 0.9360 0.9257 0.9275 0.9360 0.9257 0.9275
259 0.9257 0.9362 0.9257 0.9279 0.9362 0.9257 0.9279
260 0.4592 0.6903 0.4592 0.3984 0.6903 0.4592 0.3984
261 0.6000 0.8212 0.6000 0.5971 0.8212 0.6000 0.5971
262 0.9546 0.9574 0.9546 0.9549 0.9574 0.9546 0.9549
263 0.8441 0.8975 0.8441 0.8542 0.8975 0.8441 0.8542
264 0.6809 0.8612 0.6809 0.7135 0.8612 0.6809 0.7135
265 0.8421 0.8848 0.8421 0.8447 0.8848 0.8421 0.8447
266 0.8382 0.8818 0.8382 0.8448 0.8818 0.8382 0.8448
267 0.0954 0.2383 0.0954 0.0573 0.2383 0.0954 0.0573
268 0.2086 0.6262 0.2086 0.2278 0.6262 0.2086 0.2278
269 0.8822 0.9134 0.8822 0.8878 0.9134 0.8822 0.8878
270 0.9118 0.9226 0.9118 0.9130 0.9226 0.9118 0.9130
271 0.8382 0.9000 0.8382 0.8451 0.9000 0.8382 0.8451
272 0.8724 0.9020 0.8724 0.8754 0.9020 0.8724 0.8754
273 0.9309 0.9422 0.9309 0.9335 0.9422 0.9309 0.9335
274 0.9132 0.9231 0.9132 0.9137 0.9231 0.9132 0.9137
275 0.9355 0.9408 0.9355 0.9362 0.9408 0.9355 0.9362
276 0.8961 0.9266 0.8961 0.9032 0.9266 0.8961 0.9032
277 0.8816 0.9039 0.8816 0.8837 0.9039 0.8816 0.8837
278 0.8138 0.8990 0.8138 0.8313 0.8990 0.8138 0.8313
279 0.8007 0.9062 0.8007 0.8260 0.9062 0.8007 0.8260
280 0.7816 0.8685 0.7816 0.7837 0.8685 0.7816 0.7837
281 0.9230 0.9275 0.9230 0.9233 0.9275 0.9230 0.9233
282 0.1309 0.2875 0.1309 0.0708 0.2875 0.1309 0.0708
283 0.5658 0.8836 0.5658 0.6070 0.8836 0.5658 0.6070
284 0.4789 0.7473 0.4789 0.4455 0.7473 0.4789 0.4455
285 0.9092 0.9223 0.9092 0.9117 0.9223 0.9092 0.9117
286 0.9375 0.9410 0.9375 0.9379 0.9410 0.9375 0.9379
287 0.9414 0.9459 0.9414 0.9420 0.9459 0.9414 0.9420
288 0.9322 0.9371 0.9322 0.9329 0.9371 0.9322 0.9329
289 0.9289 0.9342 0.9289 0.9298 0.9342 0.9289 0.9298
290 0.4697 0.7615 0.4697 0.4388 0.7615 0.4697 0.4388
291 0.2151 0.6152 0.2151 0.1771 0.6152 0.2151 0.1771
292 0.2322 0.4511 0.2322 0.1764 0.4511 0.2322 0.1764
293 0.9368 0.9406 0.9368 0.9371 0.9406 0.9368 0.9371
294 0.7086 0.8906 0.7086 0.7388 0.8906 0.7086 0.7388
295 0.9296 0.9380 0.9296 0.9309 0.9380 0.9296 0.9309
296 0.9283 0.9386 0.9283 0.9301 0.9386 0.9283 0.9301
297 0.5658 0.8289 0.5658 0.5697 0.8289 0.5658 0.5697
298 0.9099 0.9273 0.9099 0.9123 0.9273 0.9099 0.9123
299 0.4000 0.8547 0.4000 0.4331 0.8547 0.4000 0.4331

117
reports/CertifiedUnlearning/ResNet/time_metrics.txt
View File

@@ -231,3 +231,120 @@ execution_time_sec
395.593744
395.548392
395.540638
395.767982
395.378533
395.599560
395.508689
396.232187
395.610104
395.431051
395.349306
395.478342
395.352567
395.498332
395.373675
395.605967
398.511111
396.050730
395.570869
395.393073
396.668605
395.517373
395.338658
395.680643
395.547841
395.586674
395.583886
395.286977
395.314457
395.576500
395.530479
395.550981
395.597160
395.728460
395.625821
395.564066
395.577126
395.641867
399.433047
407.243699
395.457683
395.896565
395.652158
404.516943
395.783528
395.647325
395.553806
398.129913
395.591082
395.767253
395.561477
395.535123
395.554729
395.631119
399.896711
395.697466
395.677320
395.582367
395.811463
396.518011
395.609826
395.708228
395.620470
395.874028
395.579089
398.694281
399.165933
399.234165
396.116576
395.642301
395.758098
395.637297
395.658904
395.589402
395.685834
395.641736
395.721520
395.755915
395.643338
395.842206
395.602302
395.602324
395.392692
395.549553
395.294143
395.418654
395.256234
395.363750
395.304369
395.314014
395.330720
395.388256
395.443084
395.286631
395.254148
395.237737
395.324495
395.665139
395.534923
395.626479
395.743988
395.633314
395.669523
395.528847
395.630821
395.401480
395.446436
395.625362
395.470466
395.475069
395.526347
395.454353
395.496357
396.205991
395.798510
395.651332
395.569837
395.694666
395.510094
395.383846

10
reports/base/RESNET34/Finetuned.csv
View File

@@ -38,3 +38,13 @@ accuracy,macro_precision,macro_recall,macro_f1,weighted_precision,weighted_recal
0.9575,0.9586,0.9575,0.9576,0.9586,0.9575,0.9576
0.9531,0.9548,0.9531,0.9534,0.9548,0.9531,0.9534
0.9575,0.9586,0.9575,0.9576,0.9586,0.9575,0.9576
0.9569,0.9579,0.9569,0.9570,0.9579,0.9569,0.9570
0.9613,0.9619,0.9613,0.9612,0.9619,0.9613,0.9612
0.9563,0.9567,0.9563,0.9562,0.9567,0.9563,0.9562
0.9525,0.9538,0.9525,0.9525,0.9538,0.9525,0.9525
0.9581,0.9592,0.9581,0.9581,0.9592,0.9581,0.9581
0.9544,0.9558,0.9544,0.9545,0.9558,0.9544,0.9545
0.9550,0.9567,0.9550,0.9553,0.9567,0.9550,0.9553
0.9575,0.9583,0.9575,0.9575,0.9583,0.9575,0.9575
0.9500,0.9509,0.9500,0.9501,0.9509,0.9500,0.9501
0.9550,0.9557,0.9550,0.9549,0.9557,0.9550,0.9549
1 accuracy macro_precision macro_recall macro_f1 weighted_precision weighted_recall weighted_f1
38 0.9575 0.9586 0.9575 0.9576 0.9586 0.9575 0.9576
39 0.9531 0.9548 0.9531 0.9534 0.9548 0.9531 0.9534
40 0.9575 0.9586 0.9575 0.9576 0.9586 0.9575 0.9576
41 0.9569 0.9579 0.9569 0.9570 0.9579 0.9569 0.9570
42 0.9613 0.9619 0.9613 0.9612 0.9619 0.9613 0.9612
43 0.9563 0.9567 0.9563 0.9562 0.9567 0.9563 0.9562
44 0.9525 0.9538 0.9525 0.9525 0.9538 0.9525 0.9525
45 0.9581 0.9592 0.9581 0.9581 0.9592 0.9581 0.9581
46 0.9544 0.9558 0.9544 0.9545 0.9558 0.9544 0.9545
47 0.9550 0.9567 0.9550 0.9553 0.9567 0.9550 0.9553
48 0.9575 0.9583 0.9575 0.9575 0.9583 0.9575 0.9575
49 0.9500 0.9509 0.9500 0.9501 0.9509 0.9500 0.9501
50 0.9550 0.9557 0.9550 0.9549 0.9557 0.9550 0.9549