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none_encoded_decoded hint mode#126

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eqimp wants to merge 1 commit intogoogle-deepmind:masterfrom
eqimp:no_hint_encoded_decoded_mode
Open

none_encoded_decoded hint mode#126
eqimp wants to merge 1 commit intogoogle-deepmind:masterfrom
eqimp:no_hint_encoded_decoded_mode

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@eqimp eqimp commented Mar 4, 2024

This PR adds none_encoded_decoded hint usage mode, which preserves the same computation graphs to encoded_decoded mode but without computing hint losses.
On average this mode performs better than the ‘none’ hint usage mode, but the main goal of adding this mode is to provide a clearer comparison of Hints vs. No hints modes, keeping computation graphs the same.
This modification was inspired by the paper Neural Algorithmic Reasoning Without Intermediate Supervision (https://arxiv.org/abs/2306.13411), but note that the main results from this paper require additional modifications.

@eqimp eqimp changed the title add none_encoded_decoded hint mode none_encoded_decoded hint mode Mar 4, 2024
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