| Mitigating Unintended Memorization in Language Models via Alternating Teaching | Oct 13, 2022 | MemorizationPrivacy Preserving | —Unverified | 0 |
| FreGAN: Exploiting Frequency Components for Training GANs under Limited Data | Oct 11, 2022 | Memorization | CodeCode Available | 1 |
| An associative memory model with very high memory rate: Image storage by sequential addition learning | Oct 8, 2022 | Memorization | —Unverified | 0 |
| Understanding Transformer Memorization Recall Through Idioms | Oct 7, 2022 | Memorization | CodeCode Available | 1 |
| Synthetic Dataset Generation for Privacy-Preserving Machine Learning | Oct 6, 2022 | Dataset Generationimage-classification | —Unverified | 0 |
| Attention Beats Concatenation for Conditioning Neural Fields | Sep 21, 2022 | Memorization | —Unverified | 0 |
| Small Transformers Compute Universal Metric Embeddings | Sep 14, 2022 | Memorization | CodeCode Available | 0 |
| Data Isotopes for Data Provenance in DNNs | Aug 29, 2022 | Memorization | —Unverified | 0 |
| On the Privacy Effect of Data Enhancement via the Lens of Memorization | Aug 17, 2022 | Adversarial RobustnessData Augmentation | CodeCode Available | 0 |
| Visual Localization via Few-Shot Scene Region Classification | Aug 14, 2022 | General ClassificationMemorization | CodeCode Available | 1 |
| LiDAR-based localization using universal encoding and memory-aware regression | Aug 1, 2022 | Memorizationregression | CodeCode Available | 0 |
| Continual Variational Autoencoder Learning via Online Cooperative Memorization | Jul 20, 2022 | Continual LearningDiversity | CodeCode Available | 1 |
| Towards Better Evaluation for Dynamic Link Prediction | Jul 20, 2022 | Dynamic Link PredictionLink Prediction | CodeCode Available | 1 |
| Challenging Common Assumptions about Catastrophic Forgetting | Jul 10, 2022 | Continual LearningMemorization | —Unverified | 0 |
| Generalization-Memorization Machines | Jul 8, 2022 | Memorization | CodeCode Available | 0 |
| Does it Really Generalize Well on Unseen Data? Systematic Evaluation of Relational Triple Extraction Methods | Jul 1, 2022 | Knowledge GraphsMemorization | —Unverified | 0 |
| Privacy Leakage in Text Classification A Data Extraction Approach | Jul 1, 2022 | ClassificationMemorization | —Unverified | 0 |
| Training Text-to-Text Transformers with Privacy Guarantees | Jul 1, 2022 | Memorization | —Unverified | 0 |
| Measuring Forgetting of Memorized Training Examples | Jun 30, 2022 | Memorization | —Unverified | 0 |
| Towards Harnessing Feature Embedding for Robust Learning with Noisy Labels | Jun 27, 2022 | Learning with noisy labelsMemorization | —Unverified | 0 |
| The Privacy Onion Effect: Memorization is Relative | Jun 21, 2022 | Machine UnlearningMemorization | CodeCode Available | 0 |
| Fewer Errors, but More Stereotypes? The Effect of Model Size on Gender Bias | Jun 20, 2022 | Language ModelingLanguage Modelling | CodeCode Available | 0 |
| Max-Margin Works while Large Margin Fails: Generalization without Uniform Convergence | Jun 16, 2022 | Generalization BoundsMemorization | —Unverified | 0 |
| Memorization-Dilation: Modeling Neural Collapse Under Label Noise | Jun 11, 2022 | Memorization | CodeCode Available | 0 |
| Beyond the Imitation Game: Quantifying and extrapolating the capabilities of language models | Jun 9, 2022 | Common Sense ReasoningMath | CodeCode Available | 4 |
| Privacy Leakage in Text Classification: A Data Extraction Approach | Jun 9, 2022 | ClassificationMemorization | —Unverified | 0 |
| Learning to generate imaginary tasks for improving generalization in meta-learning | Jun 9, 2022 | image-classificationImage Classification | —Unverified | 0 |
| Large Loss Matters in Weakly Supervised Multi-Label Classification | Jun 8, 2022 | ClassificationMemorization | CodeCode Available | 1 |
| MSR: Making Self-supervised learning Robust to Aggressive Augmentations | Jun 4, 2022 | MemorizationSelf-Supervised Learning | —Unverified | 0 |
| White-box Membership Attack Against Machine Learning Based Retinopathy Classification | May 30, 2022 | BIG-bench Machine LearningInference Attack | —Unverified | 0 |
| Context-based Virtual Adversarial Training for Text Classification with Noisy Labels | May 29, 2022 | Memorizationtext-classification | —Unverified | 0 |
| Decoupling Knowledge from Memorization: Retrieval-augmented Prompt Learning | May 29, 2022 | Few-Shot Text ClassificationMemorization | CodeCode Available | 2 |
| Are Large Pre-Trained Language Models Leaking Your Personal Information? | May 25, 2022 | Language ModellingMemorization | CodeCode Available | 1 |
| LOPS: Learning Order Inspired Pseudo-Label Selection for Weakly Supervised Text Classification | May 25, 2022 | MemorizationPseudo Label | CodeCode Available | 0 |
| Contrastive Learning with Boosted Memorization | May 25, 2022 | Contrastive LearningMemorization | CodeCode Available | 1 |
| Memorization in NLP Fine-tuning Methods | May 25, 2022 | Memorization | CodeCode Available | 1 |
| Memorization Without Overfitting: Analyzing the Training Dynamics of Large Language Models | May 22, 2022 | Language ModelingLanguage Modelling | —Unverified | 0 |
| What Do Compressed Multilingual Machine Translation Models Forget? | May 22, 2022 | Machine TranslationMemorization | CodeCode Available | 0 |
| Scaling Laws and Interpretability of Learning from Repeated Data | May 21, 2022 | MemorizationSentence | —Unverified | 0 |
| Memorization and Optimization in Deep Neural Networks with Minimum Over-parameterization | May 20, 2022 | MemorizationOpen-Ended Question Answering | —Unverified | 0 |
| Towards Understanding Grokking: An Effective Theory of Representation Learning | May 20, 2022 | MemorizationRepresentation Learning | CodeCode Available | 1 |
| AdaCap: Adaptive Capacity control for Feed-Forward Neural Networks | May 9, 2022 | Memorization | —Unverified | 0 |
| Affective Medical Estimation and Decision Making via Visualized Learning and Deep Learning | May 9, 2022 | Decision MakingMemorization | CodeCode Available | 0 |
| Relation Extraction as Open-book Examination: Retrieval-enhanced Prompt Tuning | May 4, 2022 | Few-Shot LearningMemorization | CodeCode Available | 0 |
| Provably Confidential Language Modelling | May 4, 2022 | Language ModellingMemorization | CodeCode Available | 0 |
| SELC: Self-Ensemble Label Correction Improves Learning with Noisy Labels | May 2, 2022 | Learning with noisy labelsMemorization | CodeCode Available | 1 |
| Mixup-based Deep Metric Learning Approaches for Incomplete Supervision | Apr 28, 2022 | MemorizationMetric Learning | —Unverified | 0 |
| Detecting Unintended Memorization in Language-Model-Fused ASR | Apr 20, 2022 | Language ModelingLanguage Modelling | —Unverified | 0 |
| Polling Latent Opinions: A Method for Computational Sociolinguistics Using Transformer Language Models | Apr 15, 2022 | Memorization | CodeCode Available | 0 |
| Self-Guided Learning to Denoise for Robust Recommendation | Apr 14, 2022 | DenoisingMemorization | CodeCode Available | 1 |