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%252C+which+models+users%27+behavior+patterns+by+estimating+CTR+in+every+time+slot+over+a+day+in+our+short+video+application+Kuaishou.+TIM+leverages+long-term+user+historical+interaction+sequence+features+such+as+notification+receipts%252C+clicks%252C+watch+time+and+effective+views%252C+and+employs+a+temporal+attention+unit+(TAU)+to+extract+user+behavior+patterns.+Moreover%252C+we+provide+an+elegant+strategy+of+holistic+notifications+send+time+control+to+improve+user+engagement+while+minimizing+disruption.+We+evaluate+the+effectiveness+of+TIM+through+offline+experiments+and+online+A%252FB+tests.+The+results+indicate+that+TIM+is+a+reliable+tool+for+forecasting+user+behavior%252C+leading+to+a+remarkable+enhancement+in+user+engagement+without+causing+undue+disturbance.&cdnurl=https%3a%2f%2fth.bing.com%2fth%2fid%2fR.72392c083ff511feac9484ecc51e3f7a%3frik%3ddDzA5QGU555xsg%26pid%3dImgRaw%26r%3d0&exph=630&expw=1200&q=Computer+Related+Tim+Model&FORM=IRPRST&ck=33841EC9486B97E1C416B17788FAA394&selectedIndex=5&itb=0)
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