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lines changed Original file line number Diff line number Diff line change 150150
151151![ image] ( https://raw.githubusercontent.com/kozistr/pytorch_optimizer/main/docs/visualizations/rastrigin_DiffGrad.png )
152152
153+ ### EXAdam
154+
155+ ![ image] ( https://raw.githubusercontent.com/kozistr/pytorch_optimizer/main/docs/visualizations/rastrigin_EXAdam.png )
156+
153157### FAdam
154158
155159![ image] ( https://raw.githubusercontent.com/kozistr/pytorch_optimizer/main/docs/visualizations/rastrigin_FAdam.png )
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187191![ image] ( https://raw.githubusercontent.com/kozistr/pytorch_optimizer/main/docs/visualizations/rastrigin_Kate.png )
188192
193+ ### Kron
194+
195+ ![ image] ( https://raw.githubusercontent.com/kozistr/pytorch_optimizer/main/docs/visualizations/rastrigin_Kron.png )
196+
189197### Lamb
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191199![ image] ( https://raw.githubusercontent.com/kozistr/pytorch_optimizer/main/docs/visualizations/rastrigin_Lamb.png )
496504
497505![ image] ( https://raw.githubusercontent.com/kozistr/pytorch_optimizer/main/docs/visualizations/rosenbrock_DiffGrad.png )
498506
507+ ### EXAdam
508+
509+ ![ image] ( https://raw.githubusercontent.com/kozistr/pytorch_optimizer/main/docs/visualizations/rosenbrock_EXAdam.png )
510+
499511### FAdam
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501513![ image] ( https://raw.githubusercontent.com/kozistr/pytorch_optimizer/main/docs/visualizations/rosenbrock_FAdam.png )
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533545![ image] ( https://raw.githubusercontent.com/kozistr/pytorch_optimizer/main/docs/visualizations/rosenbrock_Kate.png )
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547+ ### Kron
548+
549+ ![ image] ( https://raw.githubusercontent.com/kozistr/pytorch_optimizer/main/docs/visualizations/rosenbrock_Kron.png )
550+
535551### Lamb
536552
537553![ image] ( https://raw.githubusercontent.com/kozistr/pytorch_optimizer/main/docs/visualizations/rosenbrock_Lamb.png )
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