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Domain Adaptation

8656 directly classified papers

Papers per year

Papers

Adaptive Dynamic Dehazing via Instruction-Driven and Task-Feedback Closed-Loop Optimization for Diverse Downstream Task Adaptation AAAI 2026

Anchor-Guided Discriminative Subspace Alignment and Clustering for Cross-Scene Hyperspectral Imagery AAAI 2026

E³SAM2: Entropy-Aware and Edge-Guided Adaptation of SAM2 for Echocardiography Video Segmentation AAAI 2026

Toward Real-World High-Precision Image Matting and Segmentation AAAI 2026

OneSug: The Unified End-to-End Generative Framework for E-commerce Query Suggestion AAAI 2026

M²VAE: Multi-Modal Multi-View Variational Autoencoder for Cold-start Item Recommendation AAAI 2026

Invariant Feature Learning for Counterfactual Watch-time Prediction in Video Recommendation AAAI 2026

Mitigating Noise and Imbalance in Social Governance Graphs for Multi-Type Risk Assessment AAAI 2026

A Novel Fine-Tuned CLIP-OOD Detection Method with Double Loss Constraint Through Optimal Transport Semantic Alignment AAAI 2026

SA²GFM: Enhancing Robust Graph Foundation Models with Structure-Aware Semantic Augmentation AAAI 2026

Robust Domain Adaptive Hashing via Structural Noise Modeling and Correction AAAI 2026

DMGIN: How Multimodal LLMs Enhance Large Recommendation Models for Lifelong User Post-click Behaviors AAAI 2026

DRFGD: Disentangled Representation-Focused Generative Defense for Attack-Tolerant Cross-Modal Hashing AAAI 2026

Fashion Microscope: Pixel-Level Attribute Perception via Optimal Transport and Neural Semantic Aggregation AAAI 2026

EMOD: A Unified EEG Emotion Representation Framework Leveraging V-A Guided Contrastive Learning AAAI 2026

Alfa: Attentive Low-Rank Filter Adaptation for Structure-Aware Cross-Domain Personalized Gaze Estimation AAAI 2026

UrbanNav: Learning Language-Guided Embodied Urban Navigation from Web-Scale Human Trajectories AAAI 2026

Consistency-based Abductive Reasoning over Perceptual Errors of Multiple Pre-trained Models in Novel Environments AAAI 2026

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

Rethinking Explanation Evaluation Under the Retraining Scheme 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

FedCure: Mitigating Participation Bias in Semi-Asynchronous Federated Learning with Non-IID Data AAAI 2026

Graph Domain Adaptation via Homophily-Agnostic Reconstructing Structure AAAI 2026

Infrared-Privileged UAV Detection via Cross-Modal Vector-Quantization AAAI 2026