Representation Learning

TRACE: Transformation-Aware Graph Refinement for Reaction Condition Prediction AAAI 2026 Tracing the Heart’s Pathways: ECG Representation Learning from a Cardiac Conduction Perspective AAAI 2026 Trainable EEG Interpolation and Structure-Sharing Dual-Path Encoders for Brain-Assisted Target Speaker Extraction AAAI 2026 Training-free Conditional Image Embedding Framework Leveraging Large Vision Language Models WACV 2026 Training-Free Spatio-temporal Decoupled Reasoning Video Segmentation with Adaptive Object Memory AAAI 2026 Trajectory Tactics: When Transformers Learn Exploration to Generate Online Signature WACV 2026 TrajRAG: Retrieving Geometric-Semantic Experience for Zero-Shot Object Navigation CVPR 2026 Transformer with Controlled Attention for Synchronous Motion Captioning AAAI 2026 TransMamba: A Sequence-Level Hybrid Transformer-Mamba Language Model AAAI 2026 Transparent Semantic Change Detection with Dependency-Based Profiles EACL 2026 TR-EduVSum: A Turkish-Focused Dataset and Consensus Framework for Educational Video Summarization EACL 2026 TreeBridge: Aligning LLM Embeddings in Industrial Recommender Systems AAAI 2026 T-Retriever: Tree-based Hierarchical Retrieval Augmented Generation for Textual Graphs AAAI 2026 TRT: Harnessing Tensor Ring Transformer for Hyperspectral Image Super-Resolution AAAI 2026 TSGDiff: Rethinking Synthetic Time Series Generation from a Pure Graph Perspective AAAI 2026 Twin-T & TwintVQA: A Reliable Structure-Detail Separating VLM and a Comprehensive Benchmark for Chart and Table Tasks CVPR 2026 U2B: Scale-unbiased Representation Converter for Graph Classification with Imbalanced and Balanced Scale Distributions AAAI 2026 UDA: Unsupervised Debiasing Alignment for Pair-wise LLM-as-a-Judge AAAI 2026 Ultralight Polarity-Split Neuromorphic SNN for Event-Stream Super-Resolution AAAI 2026 Understanding Task Representations in Neural Networks via Bayesian Ablation CLeaR 2026 Unified Mixture-of-Experts Framework for Joint Cardiac and Vascular Ultrasound Analysis and Report Generation AAAI 2026 Unifying Multi-View Knowledge for Graph Learning via Model Collaboration AAAI 2026 UniHR: Hierarchical Representation Learning for Unified Knowledge Graph Link Prediction AAAI 2026 Unsupervised Combinatorial Probabilistic Reasoning: Probabilistic Coin Change Problem AAAI 2026 Unsupervised Feature Selection Through Group Discovery AAAI 2026