feature learning

Uncertainty Estimation with Recursive Feature Machines UAI 2024 Understanding Convergence and Generalization in Federated Learning through Feature Learning Theory ICLR 2024 Understanding Representation of Deep Equilibrium Models from Neural Collapse Perspective NeurIPS 2024 UniPAD: A Universal Pre-training Paradigm for Autonomous Driving CVPR 2024 Unraveling the Enigma of Double Descent: An In-depth Analysis through the Lens of Learned Feature Space ICLR 2024 Unsupervised Feature Learning with Emergent Data-Driven Prototypicality CVPR 2024 Unsupervised Semantic Segmentation Through Depth-Guided Feature Correlation and Sampling CVPR 2024 Unveiling Induction Heads: Provable Training Dynamics and Feature Learning in Transformers NeurIPS 2024 Views Can Be Deceiving: Improved SSL Through Feature Space Augmentation ICLR 2024 What Is Missing For Graph Homophily? Disentangling Graph Homophily For Graph Neural Networks NeurIPS 2024 Where Do Large Learning Rates Lead Us? NeurIPS 2024 Wide Two-Layer Networks can Learn from Adversarial Perturbations NeurIPS 2024 You Only Look Around: Learning Illumination-Invariant Feature for Low-light Object Detection NeurIPS 2024 Adaptation Augmented Model-based Policy Optimization JMLR 2023 Adaptive and Background-Aware Vision Transformer for Real-Time UAV Tracking ICCV 2023 Adaptive Normalization for Non-stationary Time Series Forecasting: A Temporal Slice Perspective NeurIPS 2023 Adaptive Optimization in the ∞-Width Limit ICLR 2023 Aggregating Multiple Heuristic Signals as Supervision for Unsupervised Automated Essay Scoring ACL 2023 A Message Passing Perspective on Learning Dynamics of Contrastive Learning ICLR 2023 A Randomized Subspace-based Approach for Dimensionality Reduction and Important Variable Selection JMLR 2023 Are Data-Driven Explanations Robust Against Out-of-Distribution Data? CVPR 2023 Are Large Kernels Better Teachers than Transformers for ConvNets? ICML 2023 Backward Feature Correction: How Deep Learning Performs Deep (Hierarchical) Learning COLT 2023 Bootstrapping Objectness From Videos by Relaxed Common Fate and Visual Grouping CVPR 2023 Bottleneck Structure in Learned Features: Low-Dimension vs Regularity Tradeoff NeurIPS 2023