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Model Architecture

4,354 papers

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Papers

Attention-based Deep Multiple Instance Learning ICML 2018
Efficient end-to-end learning for quantizable representations ICML 2018
Exploring Hidden Dimensions in Accelerating Convolutional Neural Networks ICML 2018
Kronecker Recurrent Units ICML 2018
Focused Hierarchical RNNs for Conditional Sequence Processing ICML 2018
An Optimal Control Approach to Deep Learning and Applications to Discrete-Weight Neural Networks ICML 2018
PDE-Net: Learning PDEs from Data ICML 2018
Beyond Finite Layer Neural Networks: Bridging Deep Architectures and Numerical Differential Equations ICML 2018
Kernelized Synaptic Weight Matrices ICML 2018
SparseMAP: Differentiable Sparse Structured Inference ICML 2018
A Theoretical Explanation for Perplexing Behaviors of Backpropagation-based Visualizations ICML 2018
Efficient Neural Architecture Search via Parameters Sharing ICML 2018
DCFNet: Deep Neural Network with Decomposed Convolutional Filters ICML 2018
Weightless: Lossy weight encoding for deep neural network compression ICML 2018
StrassenNets: Deep Learning with a Multiplication Budget ICML 2018
High Performance Zero-Memory Overhead Direct Convolutions ICML 2018
Sharing Residual Units Through Collective Tensor Factorization To Improve Deep Neural Networks IJCAI 2018
Ensemble Soft-Margin Softmax Loss for Image Classification IJCAI 2018
Convolutional Neural Networks based Click-Through Rate Prediction with Multiple Feature Sequences IJCAI 2018
Efficient DNN Neuron Pruning by Minimizing Layer-wise Nonlinear Reconstruction Error IJCAI 2018
Accelerating Convolutional Networks via Global & Dynamic Filter Pruning IJCAI 2018
Refine or Represent: Residual Networks with Explicit Channel-wise Configuration IJCAI 2018
Deterministic Binary Filters for Convolutional Neural Networks IJCAI 2018
Mixed Link Networks IJCAI 2018
Dynamically Hierarchy Revolution: DirNet for Compressing Recurrent Neural Network on Mobile Devices IJCAI 2018