docs: v3.3.1 changelog

kozistr · Dec 15, 2024 · a1c2f87 · a1c2f87
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 * Support `Cautious` variant to `AdaShift` optimizer. (#310)
 * Save the state of the `Lookahead` optimizer too. (#310)
+* Implement `APOLLO` optimizer. (#311, #312)
+    * [SGD-like Memory, AdamW-level Performance](https://arxiv.org/abs/2412.05270) 
+* Rename the `Apollo` (`An Adaptive Parameter-wise Diagonal Quasi-Newton Method for Nonconvex Stochastic Optimization`) optimizer name to `ApolloDQN` not to overlap with the new optimizer name `APOLLO`. (#312)
 
 ### Bug