Deep Learning

Learning from Imperfect Data: Incremental Learning and Few-shot Learning AAAI 2026 Learning from Imperfect Data: Robust Inference of Dynamic Systems Using Simulation-Based Generative Model AAAI 2026 Learning from Itself: Mining Internal Knowledge from Vision Language Models for Continual Learning CVPR 2026 Learning from Mistakes: Negative Reasoning Samples Enhance Out-of-Domain Generalization ACL 2026 Learning from Near-Misses: Error-Aware Contrastive Few-Shot Learning for NL2Formula ACL 2026 Learning from Noisy Supervision: A Denoising-Debiasing Framework for Weakly Supervised Video Anomaly Detection CVPR 2026 Learning from Oblivion: Predicting Knowledge-Overflowed Weights via Retrodiction of Forgetting CVPR 2026 Learning from Semantic Dictionaries: Discriminative Codebook Contrastive Learning for Unified Visual Representation and Generation CVPR 2026 Learning from Synthetic Data: Limitations of ERM ALT 2026 Learning from Synthetic Data via Provenance-Based Input Gradient Guidance CVPR 2026 Learning Generalizable 3D Medical Image Representations from Mask-Guided Self-Supervision CVPR 2026 Learning Group Actions In Disentangled Latent Image Representations WACV 2026 Learning Heuristic Functions for HTN Planning AAAI 2026 Learning Heuristic Functions with Graph Neural Networks for Numeric Planning AAAI 2026 Learning Hierarchical Hyperbolic Mixture Model for Part-aware 3D Generation CVPR 2026 Learning Informative Attention Weights for Person Re-Identification UAI 2026 Learning Invariant Modality Representation for Robust Multimodal Learning from a Causal Inference Perspective ACL 2026 Learning Latent Concepts for Detecting Out-of-Distribution Objects CVPR 2026 Learning Latent Energy-Based Models via Interacting Particle Langevin Dynamics UAI 2026 Learning Latent Proxies for Controllable Single-Image Relighting CVPR 2026 Learning Latent Transmission and Glare Maps for Lens Veiling Glare Removal CVPR 2026 Learning Like Humans: Analogical Concept Learning for Generalized Category Discovery CVPR 2026 Learning Long-term Motion Embeddings for Efficient Kinematics Generation CVPR 2026 Learning Mask-Aware Offsets: Two-branch Deformable Attention Networks for Inpainting with Masked Region Avoidance WACV 2026 Learning Max-Stable Representations that Extrapolate UAI 2026