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FeSAIL

Introduction

This is the official implementation for paper "Feature Staleness Aware Incremental Learning for CTR Prediction", Zhikai, Wang Yanyan, Shen Zibin, Zhang and Kangyi, Lin, in IJCAI 2023.

Architecture

Requirement

pytorch == 1.14
python == 3.7

Instruction

1, Unzip the datasets into the root dir first.

2, You can run the code by:

python code/main.py

3, You can change ifrandom into 1 as random selection, and change oldrate into 1 to activate old sampling.

4, result on Criteo:

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