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    Interpreting MLP neurons using only weight data

    A paper coauthor says the team can extract meaningful directions from weights to explain how a neuron works.

    Mor GevaMG
    Asaf AvrahamyAA
    2 Sources, 3h ago, first seen 3h ago

    TLDR

    A coauthor said the paper “Disentangling MLP Neuron Weights in Vocabulary Space” was scheduled for a COLM poster session on October 7. The team says it can extract meaningful directions that explain how a neuron works using only weight data.

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    88

    2 Sources, first seen 3h ago

    Combined views

    88

    2 Sources, first seen 3h ago

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    2 Sources

    Asaf Avrahamy@AsafAvrahamyI'll be presenting today at @COLM_conf our paper "Disentangling MLP Neuron Weights in Vocabulary Space" with @megamor2 and @GurYoav at the 4th poster session at 16:30! We show we can extract meaningful directions that explain how neuron works only from weight data!3h
    Mor Geva@megamor2RT @AsafAvrahamy: I'll be presenting today at @COLM_conf our paper "Disentangling MLP Neuron Weights in Vocabulary Space" with @megamor2 a…1h

    2 Sources

    Asaf Avrahamy@AsafAvrahamyI'll be presenting today at @COLM_conf our paper "Disentangling MLP Neuron Weights in Vocabulary Space" with @megamor2 and @GurYoav at the 4th poster session at 16:30! We show we can extract meaningful directions that explain how neuron works only from weight data!3h
    Mor Geva@megamor2RT @AsafAvrahamy: I'll be presenting today at @COLM_conf our paper "Disentangling MLP Neuron Weights in Vocabulary Space" with @megamor2 a…1h