Representation Learning

4D Local Modeling Toward Dynamic Global Perception for Ambiguity-free Rotation-Invariant Point Cloud Analysis CVPR 2026 AdvDINO: Domain-Adversarial Self-Supervised Representation Learning for Spatial Proteomics MIDL 2026 AGiLe: Learning Robust Long-Horizon Manipulation via Affordance-Grounded Bidirectional Latent Planning CVPR 2026 Alert-CLIP: Abnormality-aware Latent-Enhanced Representation Tuning of CLIP for Video Anomaly Detection CVPR 2026 A More Word-like Image Tokenization for MLLMs CVPR 2026 AnchorSeg: Language Grounded Query Banks for Reasoning Segmentation ACL 2026 Assignment-Driven Hash Learning in a Hyper-Semantic Space for On-the-Fly Category Discovery CVPR 2026 A Style is Worth One Code: Unlocking Code-to-Style Image Generation with Discrete Style Space CVPR 2026 Beyond Single Representations: Multi-Model Embedding Fusion for Stable Text Classification ACL 2026 Bias Is a Subspace, Not a Coordinate: A Geometric Rethinking of Post-hoc Debiasing in Vision-Language Models CVPR 2026 Bi-ICE: An Inner Interpretable Framework for Image Classification via Bi-directional Interactions between Concept and Input Embeddings WACV 2026 Breaking the Generator Barrier: Disentangled Representation for Generalizable AI-Text Detection ACL 2026 CARLoS: Retrieval via Concise Assessment Representation of LoRAs at Scale CVPR 2026 ChulaNLP at SemEval-2026 Task 4: Neural Aspect Composition for Narrative Story Embeddings SemEval 2026 CLCR: Cross-Level Semantic Collaborative Representation for Multimodal Learning CVPR 2026 Cloning Deterministic Worlds: The Critical Role of Latent Geometry in Long-Horizon World Models CVPR 2026 Comhis at SemEval-2026 Task 4: Embedding-Space Adaptation and LLM-Assisted Inference for Narrative Similarity SemEval 2026 ConceptPrism: Concept Disentanglement in Personalized Diffusion Models via Residual Token Optimization CVPR 2026 Consensus Optimization Graph Neural Networks UAI 2026 Constructing Interpretable Features from Compositional Neuron Groups ACL 2026 Controlling Multimodal Conversational Agents with Coverage-Enhanced Latent Actions ACL 2026 Countering Multi-modal Representation Collapse through Rank-targeted Fusion WACV 2026 CryoKRAQEN: Kernel-Regularized Annealing for Quantized Embedding Networks in Cryo-EM Heterogeneous Reconstruction CVPR 2026 CUBic: Coordinated Unified Bimanual Perception and Control Framework CVPR 2026 D2Dewarp: Dual Dimensions Geometric Representation Learning Based Document Image Dewarping CVPR 2026