representation learning

On the Strong Correlation Between Model Invariance and Generalization NeurIPS 2022 On the Surrogate Gap between Contrastive and Supervised Losses ICML 2022 On the Symmetries of Deep Learning Models and their Internal Representations NeurIPS 2022 On the Transformation of Latent Space in Fine-Tuned NLP Models EMNLP 2022 Ontologue: Declarative Benchmark Construction for Ontological Multi-Label Classification NeurIPS 2022 Open-Sampling: Exploring Out-of-Distribution data for Re-balancing Long-tailed datasets ICML 2022 Optimal Positive Generation via Latent Transformation for Contrastive Learning NeurIPS 2022 Optimal Representations for Covariate Shift ICLR 2022 Out-of-distribution Generalization in the Presence of Nuisance-Induced Spurious Correlations ICLR 2022 OVIS: Open-Vocabulary Visual Instance Search via Visual-Semantic Aligned Representation Learning AAAI 2022 Pairwise Supervision Can Provably Elicit a Decision Boundary AISTATS 2022 PALMER: Perception - Action Loop with Memory for Long-Horizon Planning NeurIPS 2022 Palm up: Playing in the Latent Manifold for Unsupervised Pretraining NeurIPS 2022 PAnDR: Fast Adaptation to New Environments from Offline Experiences via Decoupling Policy and Environment Representations IJCAI 2022 Parametric Scattering Networks CVPR 2022 PAR: Political Actor Representation Learning with Social Context and Expert Knowledge EMNLP 2022 Patch-Level Representation Learning for Self-Supervised Vision Transformers CVPR 2022 PCL: Peer-Contrastive Learning with Diverse Augmentations for Unsupervised Sentence Embeddings EMNLP 2022 PCL: Proxy-Based Contrastive Learning for Domain Generalization CVPR 2022 Perceiving Stroke-Semantic Context: Hierarchical Contrastive Learning for Robust Scene Text Recognition AAAI 2022 Perfectly Balanced: Improving Transfer and Robustness of Supervised Contrastive Learning ICML 2022 Periodic Graph Transformers for Crystal Material Property Prediction NeurIPS 2022 Personalized Federated Learning through Local Memorization ICML 2022 Pessimistic Model-based Offline Reinforcement Learning under Partial Coverage ICLR 2022 PI-QT-Opt: Predictive Information Improves Multi-Task Robotic Reinforcement Learning at Scale CoRL 2022