Domain Generalization

Lost in Latent Space: Examining failures of disentangled models at combinatorial generalisation NeurIPS 2022 MAgNet: Mesh Agnostic Neural PDE Solver NeurIPS 2022 Manipulation via Membranes: High-Resolution and Highly Deformable Tactile Sensing and Control CoRL 2022 MANTa: Efficient Gradient-Based Tokenization for End-to-End Robust Language Modeling EMNLP 2022 MaskTune: Mitigating Spurious Correlations by Forcing to Explore NeurIPS 2022 Measure and Improve Robustness in NLP Models: A Survey NAACL 2022 Memory-Based Jitter: Improving Visual Recognition on Long-Tailed Data with Diversity in Memory AAAI 2022 Meta Convolutional Neural Networks for Single Domain Generalization CVPR 2022 Meta Distribution Alignment for Generalizable Person Re-Identification CVPR 2022 MetaShift: A Dataset of Datasets for Evaluating Contextual Distribution Shifts and Training Conflicts ICLR 2022 MIM-DG: Mutual information minimization-based domain generalization for speaker verification Interspeech 2022 Mix and Reason: Reasoning over Semantic Topology with Data Mixing for Domain Generalization NeurIPS 2022 MLDemon:Deployment Monitoring for Machine Learning Systems AISTATS 2022 Models Out of Line: A Fourier Lens on Distribution Shift Robustness NeurIPS 2022 mToFNet: Object Anti-Spoofing With Mobile Time-of-Flight Data WACV 2022 Multi-Domain Semantic Segmentation With Overlapping Labels WACV 2022 Multi-Granularity Semantic Aware Graph Model for Reducing Position Bias in Emotion Cause Pair Extraction ACL 2022 Multi-Head Modularization to Leverage Generalization Capability in Multi-Modal Networks AAAI 2022 Multi-Instance Causal Representation Learning for Instance Label Prediction and Out-of-Distribution Generalization NeurIPS 2022 Network Generalization Prediction for Safety Critical Tasks in Novel Operating Domains WACV 2022 Node Feature Kernels Increase Graph Convolutional Network Robustness AISTATS 2022 No One Representation to Rule Them All: Overlapping Features of Training Methods ICLR 2022 Not to Overfit or Underfit the Source Domains? An Empirical Study of Domain Generalization in Question Answering EMNLP 2022 Novel Augmentation Schemes for Device Robust Acoustic Scene Classification Interspeech 2022 Okapi: Generalising Better by Making Statistical Matches Match NeurIPS 2022