WO2025133815 - OVERFITTING SHARED MULTIPLIERS

National phase entry is expected:
Publication Number WO/2025/133815
Publication Date 26.06.2025
International Application No. PCT/IB2024/062397
International Filing Date 09.12.2024
Title **
[English] OVERFITTING SHARED MULTIPLIERS
[French] MULTIPLICATEURS PARTAGÉS DE SUR-AJUSTEMENT
Applicants **
NOKIA TECHNOLOGIES OY
Inventors
YANG, Ruiying
CRICRÌ, Francesco
SANTAMARIA GOMEZ, Maria Claudia
Priority Data
63/612,109   19.12.2023   US
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Quotation for National Phase entry

Country StagesTotal
China Filing, Examination, Granting3284
EPO Filing, Examination, Granting28146
Japan Filing, Examination, Granting3305
South Korea Filing, Examination, Granting4251
USA Filing, Examination, Granting16940
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Total: 55,926
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Abstract[English] Various embodiments provide methods, apparatuses, and computer program products. An example apparatus includes at least one processor; and at least one non-transitory memory storing instructions that, when executed by the at least one processor, cause the apparatus at least to perform: multiplying C channels or portions of a tensor with respective C multipliers, wherein the tensor comprises an output of a layer of a neural network, and wherein values of the C multipliers are in a set of cardinality (K) less than C.[French] Divers modes de réalisation proposent des procédés, des appareils, et des produits-programmes informatiques. Un appareil donné à titre d'exemple comprend au moins un processeur ; et au moins une mémoire non transitoire stockant des instructions qui, lorsqu'elles sont exécutées par le ou les processeurs, amènent l'appareil au moins à effectuer : la multiplication de C canaux ou de parties d'un tenseur avec C multiplicateurs respectifs, le tenseur comprenant une sortie d'une couche d'un réseau neuronal, et les valeurs des C multiplicateurs étant dans un ensemble de cardinalité (K) inférieur à C.

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