| Multi-Objective Interpolation Training for Robustness to Label Noise | Dec 8, 2020 | Contrastive LearningImage Classification | CodeCode Available | 1 |
| Modifying Memories in Transformer Models | Dec 1, 2020 | Memorization | —Unverified | 0 |
| A Bayesian Nonparametrics View into Deep Representations | Dec 1, 2020 | Memorization | —Unverified | 0 |
| Network size and size of the weights in memorization with two-layers neural networks | Dec 1, 2020 | Memorization | —Unverified | 0 |
| SuperLoss: A Generic Loss for Robust Curriculum Learning | Dec 1, 2020 | image-classificationImage Classification | CodeCode Available | 1 |
| Generalization and Memorization: The Bias Potential Model | Nov 29, 2020 | Memorizationmodel | —Unverified | 0 |
| Cross-Domain Generalization Through Memorization: A Study of Nearest Neighbors in Neural Duplicate Question Detection | Nov 22, 2020 | Domain GeneralizationMemorization | —Unverified | 0 |
| Power System Event Identification based on Deep Neural Network with Information Loading | Nov 13, 2020 | ClassificationGeneral Classification | —Unverified | 0 |
| Artificial Neural Variability for Deep Learning: On Overfitting, Noise Memorization, and Catastrophic Forgetting | Nov 12, 2020 | Memorization | CodeCode Available | 1 |
| Short-Term Memory Optimization in Recurrent Neural Networks by Autoencoder-based Initialization | Nov 5, 2020 | MemorizationPermuted-MNIST | CodeCode Available | 0 |
| Toward a Generalization Metric for Deep Generative Models | Nov 2, 2020 | Memorization | CodeCode Available | 0 |
| Provable Memorization via Deep Neural Networks using Sub-linear Parameters | Oct 26, 2020 | Memorization | —Unverified | 0 |
| Learning from Context or Names? An Empirical Study on Neural Relation Extraction | Oct 5, 2020 | MemorizationRelation | CodeCode Available | 1 |
| Revisiting Explicit Regularization in Neural Networks for Reliable Predictive Probability | Sep 28, 2020 | Memorization | —Unverified | 0 |
| Training Production Language Models without Memorizing User Data | Sep 21, 2020 | Federated LearningMemorization | —Unverified | 0 |
| Fine-tuning Is Not Enough: A Simple yet Effective Watermark Removal Attack for DNN Models | Sep 18, 2020 | Memorization | —Unverified | 0 |
| Noisy Concurrent Training for Efficient Learning under Label Noise | Sep 17, 2020 | Image ClassificationMemorization | CodeCode Available | 0 |
| Learning explanations that are hard to vary | Sep 1, 2020 | Memorization | CodeCode Available | 2 |
| Extreme Memorization via Scale of Initialization | Aug 31, 2020 | image-classificationImage Classification | CodeCode Available | 0 |
| What Neural Networks Memorize and Why: Discovering the Long Tail via Influence Estimation | Aug 9, 2020 | Memorization | CodeCode Available | 1 |
| Question and Answer Test-Train Overlap in Open-Domain Question Answering Datasets | Aug 6, 2020 | MemorizationOpen-Domain Question Answering | CodeCode Available | 1 |
| Salvage Reusable Samples from Noisy Data for Robust Learning | Aug 6, 2020 | Memorization | CodeCode Available | 0 |
| Making Coherence Out of Nothing At All: Measuring the Evolution of Gradient Alignment | Aug 3, 2020 | AllMemorization | —Unverified | 0 |
| The Interpolation Phase Transition in Neural Networks: Memorization and Generalization under Lazy Training | Jul 25, 2020 | Memorizationregression | —Unverified | 0 |
| Multi-Sample Online Learning for Probabilistic Spiking Neural Networks | Jul 23, 2020 | MemorizationTime Series Analysis | —Unverified | 0 |
| Bridging the Imitation Gap by Adaptive Insubordination | Jul 23, 2020 | Imitation LearningMemorization | —Unverified | 0 |
| Distributed Associative Memory Network with Memory Refreshing Loss | Jul 21, 2020 | MemorizationQuestion Answering | CodeCode Available | 0 |
| Audio Tagging by Cross Filtering Noisy Labels | Jul 16, 2020 | Audio TaggingMemorization | —Unverified | 0 |
| Jointly Non-Sampling Learning for Knowledge Graph Enhanced Recommendation | Jul 1, 2020 | Graph EmbeddingKnowledge Graph Embedding | CodeCode Available | 1 |
| BiRRE: Learning Bidirectional Residual Relation Embeddings for Supervised Hypernymy Detection | Jul 1, 2020 | General ClassificationMemorization | —Unverified | 0 |
| Early-Learning Regularization Prevents Memorization of Noisy Labels | Jun 30, 2020 | General ClassificationImage Classification | CodeCode Available | 1 |
| Measuring Memorization Effect in Word-Level Neural Networks Probing | Jun 29, 2020 | Machine TranslationMemorization | —Unverified | 0 |
| What they do when in doubt: a study of inductive biases in seq2seq learners | Jun 26, 2020 | Memorization | CodeCode Available | 0 |
| What Do Neural Networks Learn When Trained With Random Labels? | Jun 18, 2020 | Memorization | —Unverified | 0 |
| Are Pretrained Language Models Symbolic Reasoners Over Knowledge? | Jun 18, 2020 | Memorization | CodeCode Available | 1 |
| Using Wavelets and Spectral Methods to Study Patterns in Image-Classification Datasets | Jun 17, 2020 | Adversarial RobustnessGeneral Classification | CodeCode Available | 0 |
| Understanding Unintended Memorization in Federated Learning | Jun 12, 2020 | ClusteringFederated Learning | —Unverified | 0 |
| Network size and weights size for memorization with two-layers neural networks | Jun 4, 2020 | Memorization | —Unverified | 0 |
| Assessing Intelligence in Artificial Neural Networks | Jun 3, 2020 | Memorization | —Unverified | 0 |
| Eicient Non-Sampling Factorization Machines for Optimal Context-Aware Recommendation | May 19, 2020 | MemorizationRecommendation Systems | CodeCode Available | 1 |
| Efficient Computation Reduction in Bayesian Neural Networks Through Feature Decomposition and Memorization | May 8, 2020 | Memorization | —Unverified | 0 |
| Rethink the Connections among Generalization, Memorization and the Spectral Bias of DNNs | Apr 29, 2020 | Learning TheoryMemorization | CodeCode Available | 0 |
| A Wearable Social Interaction Aid for Children with Autism | Apr 19, 2020 | Emotion RecognitionMemorization | —Unverified | 0 |
| Do sequence-to-sequence VAEs learn global features of sentences? | Apr 16, 2020 | Language ModelingLanguage Modelling | —Unverified | 0 |
| Zero-Shot Compositional Policy Learning via Language Grounding | Apr 15, 2020 | DescriptiveDomain Adaptation | CodeCode Available | 1 |
| Few-Shot Single-View 3-D Object Reconstruction with Compositional Priors | Apr 14, 2020 | 3D ReconstructionDecoder | CodeCode Available | 1 |
| Mehler's Formula, Branching Process, and Compositional Kernels of Deep Neural Networks | Apr 9, 2020 | Memorization | —Unverified | 0 |
| Volumization as a Natural Generalization of Weight Decay | Mar 25, 2020 | Memorization | —Unverified | 0 |
| Robust and On-the-fly Dataset Denoising for Image Classification | Mar 24, 2020 | Classificationcounterfactual | —Unverified | 0 |
| Learn to Forget: Machine Unlearning via Neuron Masking | Mar 24, 2020 | BIG-bench Machine LearningFederated Learning | —Unverified | 0 |