Open chufanchen opened 7 months ago
An emerging theoretically justified approach to solving CIL is to combine a TIL technique with an out-of-distribution (OOD) detection method, called the TIL+OOD approach(Kim et al., 2022).
It decomposes the CIL probability of a test sample $x$ of the $j$-th class $y_j^{(t)}$ in task $t$ into two probabilities
$$ \mathbf{P}\left(y_j^{(t)} \mid \boldsymbol{x}\right)=\mathbf{P}\left(y_j^{(t)} \mid \boldsymbol{x}, t\right) \mathbf{P}(t \mid \boldsymbol{x}) $$
https://arxiv.org/abs/2309.15048
https://github.com/linhaowei1/TPL