Domain Adaptation

GraFT: Infusing Pre-trained Transformers with Relational Structure for Time Series Forecasting AAAI 2026 Graph Domain Adaptation via Homophily-Agnostic Reconstructing Structure AAAI 2026 Graph-Driven Domain Co-Adaptation for Cross-Domain Image Quality Assessment AAAI 2026 GraphRAG-Rad: Concept-Aware Radiology Report Generation via Latent Visual-Semantic Retrieval EACL 2026 Griffin: Aerial-Ground Cooperative Detection and Tracking Dataset and Benchmark AAAI 2026 Grounding Degradations in Natural Language for All-In-One Video Restoration WACV 2026 Group-aware Multiscale Ensemble Learning for Test-Time Multimodal Sentiment Analysis AAAI 2026 Guiding What Not to Generate: Automated Negative Prompting for Text-Image Alignment WACV 2026 HamiPose: Hamiltonian Optimization for Unsupervised Domain Adaptive Pose Estimation CVPR 2026 HAP: Harmonized Amplitude Perturbation for Cross-Domain Few-Shot Learning AAAI 2026 Hearing More with Less: Multi-Modal Retrieval-and-Selection Augmented Conversational LLM-Based ASR AAAI 2026 HEART-PFL: Stable Personalized Federated Learning under Heterogeneity with Hierarchical Directional Alignment and Adversarial Knowledge Transfer WACV 2026 HiKE: Hierarchical Evaluation Framework for Korean-English Code-Switching Speech Recognition EACL 2026 HINPool: A Unified Heterogeneous Graph Pooling Framework for Accurate Molecular and Protein Property Prediction AAAI 2026 Histopath-C: Towards Realistic Domain Shifts for Histopathology Vision-Language Adaptation WACV 2026 HKAFER: Achieve Visual Parameter-Efficient Fine-Tuning via Heterogeneous Kronecker Adaptation for Facial Expression Recognition AAAI 2026 How Far Can Pretrained LLMs Go in Symbolic Music? Controlled Comparisons of Supervised and Preference-based Adaptation EACL 2026 How Much Pretraining Does Structured Data Need? EACL 2026 HumanBench: Two Heads, No Legs, But Mostly Human, the State of Generative Capabilities in T2I Models WACV 2026 Hybrid-Domain Adaptative Representation Learning for Gaze Estimation AAAI 2026 HyperDiag: Temporal–Regional Hypergraph Learning via Topology-Enhanced State Propagation for Brain Disease Diagnosis AAAI 2026 IGIANet: Illumination Guided Implicit Alignment Network for Infrared–Visible UAV Detection AAAI 2026 ImageNet-sES: A First Systematic Study of Sensor-Environment Simulation Anchored by Real Recaptures WACV 2026 Image-Text Knowledge Modeling for Unsupervised Multi-Scenario Person Re-Identification AAAI 2026 Imagine with Layout and Sketch: Enhancing Vision-Language Retrieval with Dual-Stream Multi-Modal Query Refinement AAAI 2026