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Deep Learning

66,648 papers (25 classified directly here)

Subtopics

Learning Types (28,663) Architectures (27,448) Models (16,617) Techniques (8,241) Optimization & Theory (6,829) Application Areas (46)

Papers per year

2
65
428
6150
10854
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Papers (including subtopics)

Extracting Automata from Recurrent Neural Networks Using Queries and Counterexamples ICML 2018
Deep Predictive Coding Network for Object Recognition ICML 2018
Towards Fast Computation of Certified Robustness for ReLU Networks ICML 2018
Provable Defenses against Adversarial Examples via the Convex Outer Adversarial Polytope ICML 2018
Deep k-Means: Re-Training and Parameter Sharing with Harder Cluster Assignments for Compressing Deep Convolutions ICML 2018
Dynamical Isometry and a Mean Field Theory of CNNs: How to Train 10,000-Layer Vanilla Convolutional Neural Networks ICML 2018
Representation Learning on Graphs with Jumping Knowledge Networks ICML 2018
A Semantic Loss Function for Deep Learning with Symbolic Knowledge ICML 2018
Yes, but Did It Work?: Evaluating Variational Inference ICML 2018
Semi-Implicit Variational Inference ICML 2018
Disentangled Sequential Autoencoder ICML 2018
High Performance Zero-Memory Overhead Direct Convolutions ICML 2018
Stabilizing Gradients for Deep Neural Networks via Efficient SVD Parameterization ICML 2018
Learning Long Term Dependencies via Fourier Recurrent Units ICML 2018
Tropical Geometry of Deep Neural Networks ICML 2018
Deep Bayesian Nonparametric Tracking ICML 2018
Adversarially Regularized Autoencoders ICML 2018
Understanding Generalization and Optimization Performance of Deep CNNs ICML 2018
Keeping in Touch with Collaborative UAVs: A Deep Reinforcement Learning Approach IJCAI 2018
Recurrent Deep Multiagent Q-Learning for Autonomous Brokers in Smart Grid IJCAI 2018
MEnet: A Metric Expression Network for Salient Object Segmentation IJCAI 2018
Knowledge-Embedded Representation Learning for Fine-Grained Image Recognition IJCAI 2018
Sharing Residual Units Through Collective Tensor Factorization To Improve Deep Neural Networks IJCAI 2018
Cross-Modality Person Re-Identification with Generative Adversarial Training IJCAI 2018
Age Estimation Using Expectation of Label Distribution Learning IJCAI 2018