Representation Learning

HCL-FF: Hierarchical and Contrastive Learning for Forward-Forward Algorithm CVPR 2026 HiFi-BRep: High-Fidelity Latent Representation for Robust B-Rep Generation CVPR 2026 HiPro-CT: A Hierarchical Probabilistic Framework for 3D Medical Vision-Language Alignment MIDL 2026 HiSVD: Principled Low-Rank Approximation of LLMs via Hierarchical Modeling of Information Capacity and Spectral Structure ACL 2026 Hyperbolic Gramian Volumes for Multimodal Alignment CVPR 2026 Incentivizing DINOv3 Adaptation for Medical Vision Tasks via Feature Disentanglement MIDL 2026 INRetouch: Context Aware Implicit Neural Representation for Photography Retouching WACV 2026 Joint-Aligned Latent Action: Towards Scalable VLA Pretraining in the Wild CVPR 2026 KV-Embedding: Training-free Text Embedding via Internal KV Re-routing in Decoder-only LLMs ACL 2026 L2Dir: Integrating L_2-Norm and Directional Alignment for Unsupervised Contrastive Representation Learning in Multimodal Retrieval ACL 2026 L3IRIT at SemEval-2026 Task 4: Learning Narrative Similarity from Aligned Film Plot Summaries SemEval 2026 LAMCL: A Length-aware Momentum Contrastive Learning Framework for Multiscale Machine-Revised Text Detection ACL 2026 Language-guided Frequency Modulation for Large Vision-Language Models CVPR 2026 LAOF: Robust Latent Action Learning with Optical Flow Constraints CVPR 2026 LatentGate: Low-Latency Semantic Routing via Frozen-Backbone Probing of Small Language Models ACL 2026 Learning a Unified Latent Action Space from Videos with Action-centric Cycle Consistency CVPR 2026 Learning Eigenstructures of Unstructured Data Manifolds CVPR 2026 Learning from Semantic Dictionaries: Discriminative Codebook Contrastive Learning for Unified Visual Representation and Generation CVPR 2026 Learning Invariant Modality Representation for Robust Multimodal Learning from a Causal Inference Perspective ACL 2026 Learning Max-Stable Representations that Extrapolate UAI 2026 Learning Spatio-temporal Feature Representations for Video-based Gaze Estimation WACV 2026 Learning to Act Robustly with View-Invariant Latent Actions CVPR 2026 LGSA: Label Geometry Structuring and Aligning for Hierarchical Text Classification ACL 2026 LooC: Effective Low-Dimensional Codebook for Compositional Vector Quantization WACV 2026 MacTok: Robust Continuous Tokenization for Image Generation CVPR 2026