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Domain Adaptation

8656 directly classified papers

Papers per year

Papers

Adaptive Graph Attention Based Discrete Hashing for Incomplete Cross-modal Retrieval AAAI 2026

Prototype-Driven Active Domain Adaptation with Density Consideration AAAI 2026

Ambiguity-Tolerant Cross-Modal Hashing with Partial Labels AAAI 2026

Learning to Explore: Policy-Guided Outlier Synthesis for Graph Out-of-Distribution Detection AAAI 2026

Tabular Learnwares Can Be Repurposed for Seemingly Irrelevant New Tasks AAAI 2026

Group-aware Multiscale Ensemble Learning for Test-Time Multimodal Sentiment Analysis AAAI 2026

Robust SDE Parameter Estimation Under Missing Time Information Setting AAAI 2026

REACT-LLM: A Benchmark for Evaluating LLM Integration with Causal Features in Clinical Prognostic Tasks AAAI 2026

Neural Architecture for Fast and Reliable Coagulation Assessment in Clinical Settings: Leveraging Thromboelastography AAAI 2026

GMAI-VL & GMAI-VL-5.5M: A Large Vision-Language Model and a Comprehensive Multimodal Dataset Towards General Medical AI AAAI 2026

Federated Vision-Language-Recommendation with Personalized Fusion AAAI 2026

UniSketch: A Unified Framework for Parametric Sketch Generation and Constraint Prediction AAAI 2026

ME-SFDA: Marginal Exploration with Pyramidal Atkinson-Shiffrin Memory for Source-Free Domain Adaptation AAAI 2026

LLM-Enhanced Energy Contrastive Learning for Out-of-Distribution Detection in Text-Attributed Graphs AAAI 2026

Disentangled Generation-Based Prototypical Alignment for Few-Shot Unsupervised Domain Adaptation in Graph-Level Anomaly Detection AAAI 2026

TLAGC: Taylor Linear Attention-Guided Graph Convolutions for Revealing Spatial Domains in Spatial Multi-Omics Data AAAI 2026

Prototype-Based Semantic Consistency Alignment for Domain Adaptive Retrieval AAAI 2026

Wasserstein-Aware Transfer: Class-Level Alignment for Robust Diffusion Model Adaptation AAAI 2026

Robust Detection of Synthetic Tabular Data Under Schema Variability AAAI 2026

PharmaQA: Prompt-Based Molecular Representation Learning via Pharmacophore-Oriented Question Answering AAAI 2026

Medical Vision–Language Pretraining with LLM-Guided Temporal Supervision AAAI 2026

Multi-Level Domain Adaptation and Contrastive Domain Isolation with Bilinear Fusion for Patient Drug Response Prediction AAAI 2026

Cross-Domain Few-Shot Learning via Multi-View Collaborative Optimization with Vision-Language Models AAAI 2026

Sample-specific Modality Diagnosis and Cross-modal Enhancement for Incomplete Multimodal Representations AAAI 2026

GCA: Geometry-aware Conditional Alignment for Partial Domain Adaptation with Coding Rate Reduction AAAI 2026