parser.add_argument('--it_num', type=int, default=500000) # 500k parser.add_argument('--logdir_path', type=str, required=True) parser.add_argument('--hdr_prefix ...

Abstract: A new supervisory training rule for the multilayered feedforward neural network (FNN) using local linearization and analytic optimal solution is proposed. The cause of the nonlinearity of ...

Abstract: Traditional bipolar differential amplifiers have only a ±5-mV operational range with nonlinear distortion below 0.1 dB. In this paper, a linearization technique based on neural-network ...

The problem with efficiently linearizing large language models (LLMs) is multifaceted. The quadratic attention mechanism in traditional Transformer-based LLMs, while powerful, is computationally ...

git clone --recurse-submodules https://github.com/OpenSparseLLMs/Linearization.git conda create -n liger python=3.10 conda activate liger pip install -r requirements ...