| Weak and Strong Gradient Directions: Explaining Memorization, Generalization, and Hardness of Examples at Scale | Mar 16, 2020 | Memorization | —Unverified | 0 |
| State-of-the-Art Augmented NLP Transformer models for direct and single-step retrosynthesis | Mar 5, 2020 | Data AugmentationMemorization | CodeCode Available | 1 |
| An Efficient Method of Training Small Models for Regression Problems with Knowledge Distillation | Feb 28, 2020 | Knowledge DistillationMemorization | —Unverified | 0 |
| Do We Need Zero Training Loss After Achieving Zero Training Error? | Feb 20, 2020 | Memorization | CodeCode Available | 1 |
| Improving Generalization by Controlling Label-Noise Information in Neural Network Weights | Feb 19, 2020 | Data AugmentationGeneralization Bounds | CodeCode Available | 1 |
| Learning Not to Learn in the Presence of Noisy Labels | Feb 16, 2020 | Memorizationtext-classification | —Unverified | 0 |
| Self-Attentive Associative Memory | Feb 10, 2020 | DiversityMemorization | CodeCode Available | 1 |
| A Corrective View of Neural Networks: Representation, Memorization and Learning | Feb 1, 2020 | Memorization | —Unverified | 0 |
| Encoding-based Memory Modules for Recurrent Neural Networks | Jan 31, 2020 | Memorization | —Unverified | 0 |
| EgoMap: Projective mapping and structured egocentric memory for Deep RL | Jan 24, 2020 | Deep Reinforcement LearningMemorization | —Unverified | 0 |
| Towards GAN Benchmarks Which Require Generalization | Jan 10, 2020 | DiversityImage Generation | —Unverified | 0 |
| Online Memorization of Random Firing Sequences by a Recurrent Neural Network | Jan 9, 2020 | Memorization | —Unverified | 0 |
| Searching to Exploit Memorization Effect in Learning with Noisy Labels | Jan 1, 2020 | AutoMLLearning with noisy labels | —Unverified | 0 |
| Learning Human Postural Control with Hierarchical Acquisition Functions | Jan 1, 2020 | Bayesian OptimizationMemorization | —Unverified | 0 |
| The Labeling Distribution Matrix (LDM): A Tool for Estimating Machine Learning Algorithm Capacity | Dec 23, 2019 | BIG-bench Machine LearningDiversity | —Unverified | 0 |
| Variational Recurrent Models for Solving Partially Observable Control Tasks | Dec 23, 2019 | Deep Reinforcement LearningMemorization | CodeCode Available | 0 |
| Towards Robust Learning with Different Label Noise Distributions | Dec 18, 2019 | MemorizationRepresentation Learning | CodeCode Available | 0 |
| Meta-Learning without Memorization | Dec 9, 2019 | Few-Shot Image Classificationimage-classification | CodeCode Available | 0 |
| Semantic Mask for Transformer based End-to-End Speech Recognition | Dec 6, 2019 | Automatic Speech RecognitionAutomatic Speech Recognition (ASR) | CodeCode Available | 0 |
| Neural Networks Learning and Memorization with (almost) no Over-Parameterization | Nov 22, 2019 | Memorization | —Unverified | 0 |
| Neural Network Memorization Dissection | Nov 21, 2019 | Memorization | —Unverified | 0 |
| Searching to Exploit Memorization Effect in Learning from Corrupted Labels | Nov 6, 2019 | AutoMLMemorization | CodeCode Available | 0 |
| Generalization through Memorization: Nearest Neighbor Language Models | Nov 1, 2019 | Domain AdaptationLanguage Modeling | CodeCode Available | 1 |
| On the Unintended Social Bias of Training Language Generation Models with Data from Local Media | Nov 1, 2019 | ArticlesManagement | —Unverified | 0 |
| Robust Training with Ensemble Consensus | Oct 22, 2019 | Memorization | —Unverified | 0 |
| Improving the Gating Mechanism of Recurrent Neural Networks | Oct 22, 2019 | image-classificationImage Classification | CodeCode Available | 0 |
| Overparameterized Neural Networks Implement Associative Memory | Sep 26, 2019 | MemorizationRetrieval | CodeCode Available | 0 |
| A Simple Approach to the Noisy Label Problem Through the Gambler's Loss | Sep 25, 2019 | Memorization | —Unverified | 0 |
| On the Unintended Social Bias of Training Language Generation Models with News Articles | Sep 25, 2019 | ArticlesManagement | —Unverified | 0 |
| Overparameterized Neural Networks Can Implement Associative Memory | Sep 25, 2019 | MemorizationRetrieval | —Unverified | 0 |
| The Sooner The Better: Investigating Structure of Early Winning Lottery Tickets | Sep 25, 2019 | Memorization | —Unverified | 0 |
| Assessing Generalization in TD methods for Deep Reinforcement Learning | Sep 25, 2019 | Deep Reinforcement LearningMemorization | —Unverified | 0 |
| Autoencoder-based Initialization for Recurrent Neural Networks with a Linear Memory | Sep 25, 2019 | MemorizationPermuted-MNIST | —Unverified | 0 |
| Fault-Diagnosing SLAM for Varying Scale Change Detection | Sep 16, 2019 | Anomaly DetectionChange Detection | —Unverified | 0 |
| Span Selection Pre-training for Question Answering | Sep 9, 2019 | Language ModelingLanguage Modelling | CodeCode Available | 0 |
| Learning sparsity in reservoir computing through a novel bio-inspired algorithm | Jul 19, 2019 | General ClassificationMemorization | —Unverified | 0 |
| Circuit-Based Intrinsic Methods to Detect Overfitting | Jul 3, 2019 | counterfactualMemorization | —Unverified | 0 |
| Stolen Memories: Leveraging Model Memorization for Calibrated White-Box Membership Inference | Jun 27, 2019 | Memorization | —Unverified | 0 |
| On the Role of Geometry in Geo-Localization | Jun 26, 2019 | geo-localizationMemorization | —Unverified | 0 |
| Does Learning Require Memorization? A Short Tale about a Long Tail | Jun 12, 2019 | MemorizationModel Compression | —Unverified | 0 |
| Decoupling Gating from Linearity | Jun 12, 2019 | Generalization BoundsMemorization | —Unverified | 0 |
| Stable Rank Normalization for Improved Generalization in Neural Networks and GANs | Jun 11, 2019 | Generalization BoundsImage Generation | —Unverified | 0 |
| Suppressing Model Overfitting for Image Super-Resolution Networks | Jun 11, 2019 | DiversityImage Super-Resolution | —Unverified | 0 |
| Deep ReLU Networks Have Surprisingly Few Activation Patterns | Jun 3, 2019 | Memorization | —Unverified | 0 |
| DAS3H: Modeling Student Learning and Forgetting for Optimally Scheduling Distributed Practice of Skills | May 14, 2019 | Knowledge TracingMemorization | CodeCode Available | 0 |
| Lifelong Sequential Modeling with Personalized Memorization for User Response Prediction | May 2, 2019 | Memorization | CodeCode Available | 1 |
| Better Generalization with On-the-fly Dataset Denoising | May 1, 2019 | DenoisingMemorization | —Unverified | 0 |
| Downsampling leads to Image Memorization in Convolutional Autoencoders | May 1, 2019 | Memorization | —Unverified | 0 |
| Investigating CNNs' Learning Representation under label noise | May 1, 2019 | Memorization | —Unverified | 0 |
| Long-Term Vehicle Localization by Recursive Knowledge Distillation | Apr 7, 2019 | Domain AdaptationEnsemble Learning | —Unverified | 0 |