Representation Learning

ImageSet2Text: Describing Sets of Images Through Text AAAI 2026 Imagine Before Concentration: Diffusion-Guided Registers Enhance Partially Relevant Video Retrieval CVPR 2026 Improved Masked Image Generation with Knowledge-Augmented Token Representations AAAI 2026 Improving Region Representation Learning from Urban Imagery with Noisy Long-Caption Supervision AAAI 2026 IncreFA: Breaking the Static Wall of Generative Model Attribution CVPR 2026 Information-Theoretic Minimal Sufficient Representation for Multi-Domain Knowledge Graph Completion AAAI 2026 Intention Knowledge Graph Construction for User Intention Relation Modeling EACL 2026 Interaction-via-Actions: Cattle Interaction Detection with Joint Learning of Action-Interaction Latent Space WACV 2026 Interest-Shift-Aware Logical Reasoning for Efficient Long-Sequence Recommendation AAAI 2026 Interpretable Machine Learning for In-Home Mild Cognitive Impairment Detection AAAI 2026 Intervention-Aware Time Series Modeling: Capturing and Evaluating Feature Dependencies AAAI 2026 Intra-Class Unbiased Prototype Aggregation and Classifier Collaboration for Personalized Federated Learning AAAI 2026 Invariant Feature Learning for Counterfactual Watch-time Prediction in Video Recommendation AAAI 2026 Invariant Representation Learning for Memory Behavior Modeling via Adaptive Environment Separation AAAI 2026 Investigating Data Pruning for Pretraining Biological Foundation Models at Scale AAAI 2026 ISALux: Illumination and Semantics-Aware Transformer Employing Mixture of Experts for Low Light Image Enhancement WACV 2026 Is Sentiment Banana-Shaped? Exploring the Geometry and Portability of Sentiment Concept Vectors EACL 2026 Is the Information Bottleneck Robust Enough? Towards Label-Noise Resistant Information Bottleneck Learning AAAI 2026 ITPP: Learning Disentangled Event Dynamics in Marked Temporal Point Processes AAAI 2026 KCLNet: Electrically Equivalence-Oriented Graph Representation Learning for Analog Circuits AAAI 2026 KGHaluBench: A Knowledge Graph-Based Hallucination Benchmark for Evaluating the Breadth and Depth of LLM Knowledge EACL 2026 Khan-GCL: Kolmogorov–Arnold Network Based Graph Contrastive Learning with Hard Negatives AAAI 2026 KineST: A Kinematics-guided Spatiotemporal State Space Model for Human Motion Tracking from Sparse Signals AAAI 2026 Knowing the Facts but Choosing the Shortcut: Understanding How Large Language Models Compare Entities EACL 2026 Knowledge-Enhanced Explainable Hypergraph Convolution Network for Medication Recommendation AAAI 2026