Representation Learning

TimeBridge: Self-Supervised Video Representation Learning via Start-End Joint Embedding and In-Between Frame Prediction CVPR 2026 Towards Stable Self-Supervised Object Representations in Unconstrained Egocentric Video CVPR 2026 TraceGen: World Modeling in 3D Trace Space Enables Learning from Cross-Embodiment Videos CVPR 2026 Tri-Subspaces Disentanglement for Multimodal Sentiment Analysis CVPR 2026 Unique Lives, Shared World: Learning from Single-Life Videos CVPR 2026 Unlocking 3D Affordance Segmentation with 2D Semantic Knowledge CVPR 2026 Unlocking Multilingual Reasoning Capability of LLMs and LVLMs through Representation Engineering ACL 2026 Velox: Learning Representations of 4D Geometry and Appearance CVPR 2026 VerbaNexAI at SemEval-2026 Task 4: Two-Stage Narrative Similarity via Fine-Tuned Bi-Encoder with MLP Ensemble SemEval 2026 VQRAE: Representation Quantization Autoencoders for Multimodal Understanding, Generation and Reconstruction CVPR 2026 Weight Space Representation Learning via Neural Field Adaptation CVPR 2026 When Local Rules Create Global Order: Self-Organized Representation Learning for Latent Diffusion Models CVPR 2026 X-WIN: Building Chest Radiograph World Model via Predictive Sensing CVPR 2026 XY-Tokenizer: Mitigating the Semantic-Acoustic Conflict in Low-Bitrate Speech Codecs ACL 2026 Your Dissimilarities Define You: Complementary Learning Exploiting Class Diversities CVPR 2026 ZYC at SemEval-2026 Task 5: Application of BERT-based Contextual Embeddings Similarity for WSD SemEval 2026 4DGC: Rate-Aware 4D Gaussian Compression for Efficient Streamable Free-Viewpoint Video CVPR 2025 A Bias-Free Training Paradigm for More General AI-generated Image Detection CVPR 2025 ACCon: Angle-Compensated Contrastive Regularizer for Deep Regression AAAI 2025 A Closer Look at Backdoor Attacks on CLIP ICML 2025 A Comparative Study of Learning Paradigms in Large Language Models via Intrinsic Dimension NAACL 2025 Acquisition and Application of Novel Knowledge in Large Language Models ACL 2025 Action Detail Matters: Refining Video Recognition with Local Action Queries CVPR 2025 Adaptive Across-Subcenter Representation Learning for Imbalanced Anomalous Sound Detection Interspeech 2025 Adaptive Multi-Scale Decomposition Framework for Time Series Forecasting AAAI 2025