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Conditional CP should re-optimize g at inference time #506

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Damien-Bouet opened this issue Aug 8, 2024 · 0 comments
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Conditional CP should re-optimize g at inference time #506

Damien-Bouet opened this issue Aug 8, 2024 · 0 comments
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Enhancement Type: enhancement (new feature or request) Source: developers Proposed by developers.

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@Damien-Bouet
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Is your feature request related to a problem? Please describe.
The CCP method related to #449 would require to correct the optimised values for each new X_n+1, considering a bound M, to have the expected theoretical guarantees .

Describe the solution you'd like
We need to re-optimize the g function, with an augmented dataset composed by the n calibration points and X_n+1. It can still be interesting to compute the optimisation with only the n calibration points, to use this optimised value as starting value for the inference optimizations.

@Damien-Bouet Damien-Bouet added Enhancement Type: enhancement (new feature or request) Source: developers Proposed by developers. labels Aug 8, 2024
@Damien-Bouet Damien-Bouet self-assigned this Aug 8, 2024
@Valentin-Laurent Valentin-Laurent added Status: discussion ended Needs decision The MAPIE team is deciding what to do next. labels Oct 16, 2024
@Valentin-Laurent Valentin-Laurent added Work in progress The MAPIE team is working on this. and removed Status: discussion ended Needs decision The MAPIE team is deciding what to do next. Work in progress The MAPIE team is working on this. labels Oct 30, 2024
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Labels
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