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Domain Adaptation

8656 directly classified papers

Papers per year

Papers

EgoCross: Benchmarking Multimodal Large Language Models for Cross-Domain Egocentric Video Question Answering AAAI 2026
From Scene to Object: Enhancing Open-Vocabulary Object Detection via Foreground-Background Context Reasoning AAAI 2026
Landsat30-AU: A Vision-Language Dataset for Australian Landsat Imagery AAAI 2026
Imagine with Layout and Sketch: Enhancing Vision-Language Retrieval with Dual-Stream Multi-Modal Query Refinement AAAI 2026
ST-SAM: Multimodal Scene Text Segmentation with Dense Visual and Sparse Textual Prompts via SAM AAAI 2026
Remodeling Semantic Relationships in Vision-Language Fine-Tuning AAAI 2026
PET2Rep: Towards Vision-Language Model-Drived Automated Radiology Report Generation for Positron Emission Tomography AAAI 2026
GEMA-Score: Granular Explainable Multi-Agent Scoring Framework for Radiology Report Evaluation AAAI 2026
MISF: MLLM Guided Iterative Sample Filtering for Data Fault Detection AAAI 2026
From IDs to Semantics: A Generative Framework for Cross-Domain Recommendation with Adaptive Semantic Tokenization AAAI 2026
Personalize Before Retrieve: LLM-based Personalized Query Expansion for User-Centric Retrieval AAAI 2026
MusicRec: Multi-modal Semantic-Enhanced Identifier with Collaborative Signals for Generative Recommendation AAAI 2026
Multigranular Evaluation for Brain Visual Decoding AAAI 2026
Bridging Scale Discrepancies in Robotic Control via Language-Based Action Representations AAAI 2026
DeFuzzRAG: Handling Fuzzy Time Expressions for Temporal Robustness in Retrieval-Augmented Generation AAAI 2026
S2D-Align: Shallow-to-Deep Auxiliary Learning for Anatomically-Grounded Radiology Report Generation AAAI 2026
WikiMAG: A Multi-Agent Guided Framework for Generating Structured Wikipedia-like Articles AAAI 2026
Hearing More with Less: Multi-Modal Retrieval-and-Selection Augmented Conversational LLM-Based ASR AAAI 2026
Exposing the Cracks: Vulnerabilities of Retrieval-Augmented LLM-based Machine Translation AAAI 2026
Efficient Transcoder Adaptation for Fine-Tuned Models: Revealing Medical Reasoning Mechanisms in Large Language Models AAAI 2026
SRACG: A Code Generation Framework with Selective Retrieval Augmentation AAAI 2026
REFO: Reinforced Evolutionary Faithfulness Optimization for Large Language Models AAAI 2026
MMBERT: Scaled Mixture-of-Experts Multimodal BERT for Robust Chinese Hate Speech Detection Under Cloaking Perturbations AAAI 2026
Talk2Code: A Multi-Turn Interaction Benchmark with Dual-Track Evaluation for Code Generation AAAI 2026
Out-of-Distribution Detection with Positive and Negative Prompt Supervision Using Large Language Models AAAI 2026