For input nonlinear finite impulse response systems,based on the auxiliary model identification idea,this paper studies the auxiliary model (AM) based least squares (LS) identification algorithms,the AM multi-innovation LS identification algorithms,the interval-varying AM LS identification algorithms,the interval-varying AM multi-innovation LS identification algorithms and the AM finite data window LS identification algorithms,including the weighted LS algorithms and the forgetting factor LS algorithms.