Domain Generalization

SizeShiftReg: a Regularization Method for Improving Size-Generalization in Graph Neural Networks NeurIPS 2022 Sparse Invariant Risk Minimization ICML 2022 Spectrum Random Masking for Generalization in Image-based Reinforcement Learning NeurIPS 2022 Speech Emotion Recognition in the Wild using Multi-task and Adversarial Learning Interspeech 2022 SQUIRE: A Sequence-to-sequence Framework for Multi-hop Knowledge Graph Reasoning EMNLP 2022 Statistically-Guided Deep Network Transformation to Harness Heterogeneity in Space (Extended Abstract) IJCAI 2022 Strategies to Improve Robustness of Target Speech Extraction to Enrollment Variations Interspeech 2022 Style Neophile: Constantly Seeking Novel Styles for Domain Generalization CVPR 2022 SUPERB-SG: Enhanced Speech processing Universal PERformance Benchmark for Semantic and Generative Capabilities ACL 2022 Synergy-of-Experts: Collaborate to Improve Adversarial Robustness NeurIPS 2022 Syntactically Robust Training on Partially-Observed Data for Open Information Extraction EMNLP 2022 Synthesizing Adversarial Visual Scenarios for Model-Based Robotic Control CoRL 2022 Tackling covariate shift with node-based Bayesian neural networks ICML 2022 Temporal Generalization for Spoken Language Understanding NAACL 2022 Test-time Fourier Style Calibration for Domain Generalization IJCAI 2022 The Auto Arborist Dataset: A Large-Scale Benchmark for Multiview Urban Forest Monitoring Under Domain Shift CVPR 2022 The Change that Matters in Discourse Parsing: Estimating the Impact of Domain Shift on Parser Error ACL 2022 The Role of Pretrained Representations for the OOD Generalization of RL Agents ICLR 2022 The Two Dimensions of Worst-Case Training and Their Integrated Effect for Out-of-Domain Generalization CVPR 2022 Toward learning human-aligned cross-domain robust models by countering misaligned features UAI 2022 Towards Data-Free Domain Generalization ACML 2022 Towards Generalized Open Information Extraction EMNLP 2022 Towards Principled Disentanglement for Domain Generalization CVPR 2022 Towards Robust Neural Retrieval with Source Domain Synthetic Pre-Finetuning COLING 2022 Towards Robust Vision Transformer CVPR 2022