Representation Learning

ObjectFormer for Image Manipulation Detection and Localization CVPR 2022 Object Permanence Emerges in a Random Walk along Memory ICML 2022 Object Pursuit: Building a Space of Objects via Discriminative Weight Generation ICLR 2022 Object Representations as Fixed Points: Training Iterative Refinement Algorithms with Implicit Differentiation NeurIPS 2022 Occlusion-Robust Face Alignment Using a Viewpoint-Invariant Hierarchical Network Architecture CVPR 2022 OCSampler: Compressing Videos to One Clip With Single-Step Sampling CVPR 2022 Offline Reinforcement Learning: Fundamental Barriers for Value Function Approximation COLT 2022 Old can be Gold: Better Gradient Flow can Make Vanilla-GCNs Great Again NeurIPS 2022 OMLT: Optimization & Machine Learning Toolkit JMLR 2022 Omni-Granular Ego-Semantic Propagation for Self-Supervised Graph Representation Learning ICML 2022 On Causally Disentangled Representations AAAI 2022 On Combining Global and Localized Self-Supervised Models of Speech Interspeech 2022 One Loss for Quantization: Deep Hashing With Discrete Wasserstein Distributional Matching CVPR 2022 One More Check: Making “Fake Background” Be Tracked Again AAAI 2022 One Word, Two Sides: Traces of Stance in Contextualized Word Representations COLING 2022 On Feature Learning in the Presence of Spurious Correlations NeurIPS 2022 On Finite-Sample Identifiability of Contrastive Learning-Based Nonlinear Independent Component Analysis ICML 2022 On global convergence of ResNets: From finite to infinite width using linear parameterization NeurIPS 2022 On Incorporating Inductive Biases into VAEs ICLR 2022 On Learning Contrastive Representations for Learning With Noisy Labels CVPR 2022 Online Continual Learning through Mutual Information Maximization ICML 2022 Online Coreset Selection for Rehearsal-based Continual Learning ICLR 2022 Online Deep Equilibrium Learning for Regularization by Denoising NeurIPS 2022 Online Nonnegative CP-dictionary Learning for Markovian Data JMLR 2022 On Measuring the Intrinsic Few-Shot Hardness of Datasets EMNLP 2022