sub-network normalization FiLM layer sub-network normalization FiLM layer … conditional batch normalization conditional batch normalization MLP FiLM parameters … Is LSTM the LSTM umbrella LSTM upside LSTM down LSTM FiLM generator FiLM parameters sub-network normalization FiLM layer sub-network normalization FiLM layer … conditional instance normalization conditional instance normalization FiLM generator FiLM parameters sub-network normalization FiLM layer sub-network normalization FiLM layer … conditional instance normalization conditional instance normalization