Representation Learning

On the Consistency of Maximum Likelihood Estimation of Probabilistic Principal Component Analysis NeurIPS 2023 On The Convergence Of Policy Iteration-Based Reinforcement Learning With Monte Carlo Policy Evaluation AISTATS 2023 On the Convergence Rate of Gaussianization with Random Rotations ICML 2023 On the Effectiveness of Out-of-Distribution Data in Self-Supervised Long-Tail Learning. ICLR 2023 On-the-Fly Category Discovery CVPR 2023 On the Functional Similarity of Robust and Non-Robust Neural Representations ICML 2023 On the Generalization of Multi-modal Contrastive Learning ICML 2023 On the Identifiability and Estimation of Causal Location-Scale Noise Models ICML 2023 On the Identifiability and Interpretability of Gaussian Process Models NeurIPS 2023 On the Identifiability of Sparse ICA without Assuming Non-Gaussianity NeurIPS 2023 On the Importance of Exploration for Generalization in Reinforcement Learning NeurIPS 2023 On the Importance of Feature Decorrelation for Unsupervised Representation Learning in Reinforcement Learning ICML 2023 On the Importance of Feature Separability in Predicting Out-Of-Distribution Error NeurIPS 2023 On The Inadequacy of Optimizing Alignment and Uniformity in Contrastive Learning of Sentence Representations ICLR 2023 On the informativeness of supervision signals UAI 2023 On the Optimality of Nuclear-norm-based Matrix Completion for Problems with Smooth Non-linear Structure JMLR 2023 On the Power of SVD in the Stochastic Block Model NeurIPS 2023 On the Robustness of Normalizing Flows for Inverse Problems in Imaging ICCV 2023 On the Role of Attention in Prompt-tuning ICML 2023 On the Sample Complexity of Representation Learning in Multi-Task Bandits with Global and Local Structure AAAI 2023 On The Specialization of Neural Modules ICLR 2023 On the Stability and Generalization of Triplet Learning AAAI 2023 On the Stability-Plasticity Dilemma of Class-Incremental Learning CVPR 2023 On the Stepwise Nature of Self-Supervised Learning ICML 2023 On the Theoretical Equivalence of Several Trade-Off Curves Assessing Statistical Proximity JMLR 2023