| Revisiting Weakly Supervised Pre-Training of Visual Perception Models | Jan 20, 2022 | Fine-Grained Image ClassificationImage Classification | CodeCode Available | 1 |
| Towards Robust and Adaptive Motion Forecasting: A Causal Representation Perspective | Nov 29, 2021 | Motion ForecastingOut-of-Distribution Generalization | CodeCode Available | 1 |
| Masked Autoencoders Are Scalable Vision Learners | Nov 11, 2021 | DecoderDomain Generalization | CodeCode Available | 1 |
| Assessing the Generalization Capacity of Pre-trained Language Models through Japanese Adversarial Natural Language Inference | Nov 1, 2021 | Adversarial Natural Language InferenceNatural Language Inference | CodeCode Available | 1 |
| Simple data balancing achieves competitive worst-group-accuracy | Oct 27, 2021 | Model SelectionOut-of-Distribution Generalization | CodeCode Available | 1 |
| SCHA-VAE: Hierarchical Context Aggregation for Few-Shot Generation | Oct 23, 2021 | Few-Shot LearningOut-of-Distribution Generalization | CodeCode Available | 1 |
| Learning Representations that Support Robust Transfer of Predictors | Oct 19, 2021 | Domain GeneralizationOut-of-Distribution Generalization | CodeCode Available | 1 |
| The Connection between Out-of-Distribution Generalization and Privacy of ML Models | Oct 7, 2021 | Domain GeneralizationOut-of-Distribution Generalization | CodeCode Available | 1 |
| Symbolic Brittleness in Sequence Models: on Systematic Generalization in Symbolic Mathematics | Sep 28, 2021 | Out-of-Distribution GeneralizationSystematic Generalization | CodeCode Available | 1 |
| Entity-Based Knowledge Conflicts in Question Answering | Sep 10, 2021 | HallucinationOut-of-Distribution Generalization | CodeCode Available | 1 |
| Fishr: Invariant Gradient Variances for Out-of-Distribution Generalization | Sep 7, 2021 | Domain GeneralizationOut-of-Distribution Generalization | CodeCode Available | 1 |
| NAS-OoD: Neural Architecture Search for Out-of-Distribution Generalization | Sep 5, 2021 | Domain GeneralizationNeural Architecture Search | CodeCode Available | 1 |
| On the Out-of-distribution Generalization of Probabilistic Image Modelling | Sep 4, 2021 | Out-of-Distribution GeneralizationOut of Distribution (OOD) Detection | CodeCode Available | 1 |
| Disentangled Generative Models for Robust Prediction of System Dynamics | Aug 26, 2021 | DisentanglementOut-of-Distribution Generalization | CodeCode Available | 1 |
| Towards robust vision by multi-task learning on monkey visual cortex | Jul 29, 2021 | image-classificationImage Classification | CodeCode Available | 1 |
| Just Train Twice: Improving Group Robustness without Training Group Information | Jul 19, 2021 | image-classificationImage Classification | CodeCode Available | 1 |
| Delving Deep into the Generalization of Vision Transformers under Distribution Shifts | Jun 14, 2021 | Out-of-Distribution GeneralizationSelf-Supervised Learning | CodeCode Available | 1 |
| Invariance Principle Meets Information Bottleneck for Out-of-Distribution Generalization | Jun 11, 2021 | Out-of-Distribution Generalizationregression | CodeCode Available | 1 |
| Meta-Learning to Compositionally Generalize | Jun 8, 2021 | Meta-LearningOut-of-Distribution Generalization | CodeCode Available | 1 |
| OoD-Bench: Quantifying and Understanding Two Dimensions of Out-of-Distribution Generalization | Jun 7, 2021 | Domain GeneralizationOut-of-Distribution Generalization | CodeCode Available | 1 |
| Quantifying and Improving Transferability in Domain Generalization | Jun 7, 2021 | Domain GeneralizationOut-of-Distribution Generalization | CodeCode Available | 1 |
| A Consciousness-Inspired Planning Agent for Model-Based Reinforcement Learning | Jun 3, 2021 | Deep Reinforcement LearningModel-based Reinforcement Learning | CodeCode Available | 1 |
| Towards Robust Classification Model by Counterfactual and Invariant Data Generation | Jun 2, 2021 | Classificationcounterfactual | CodeCode Available | 1 |
| Goal Misgeneralization in Deep Reinforcement Learning | May 28, 2021 | Deep Reinforcement LearningNavigate | CodeCode Available | 1 |
| Deep Stable Learning for Out-Of-Distribution Generalization | Apr 16, 2021 | Domain GeneralizationOut-of-Distribution Generalization | CodeCode Available | 1 |
