domain adaptation

4578 papers

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Also known as

DANN UNIDA UDA DA DAPT

Co-occurring keywords

transfer learning (5442) unsupervised learning (3255) large language model (12755) semantic segmentation (3179) domain generalization (1517) representation learning (6174) neural machine translation (2310) adversarial learning (1592) text classification (6776) knowledge distillation (3680)

Papers

Advancing Stain Transfer for Multi-Biomarkers: A Human Annotation-Free Method Based on Auxiliary Task Supervision IJCAI 2025

Alleviating Distribution Shift in Synthetic Data for Machine Translation Quality Estimation ACL 2025

ScholarGEC: Enhancing Controllability of Large Language Model for Chinese Academic Grammatical Error Correction AAAI 2025

Enhancing Neural Machine Translation Through Target Language Data: A kNN-LM Approach for Domain Adaptation ACL 2025

QGen Studio: An Adaptive Question-Answer Generation, Training and Evaluation Platform AAAI 2025

FR²Seg: Continual Segmentation Across Multiple Sites via Fourier Style Replay and Adaptive Consistency Regularization AAAI 2025

Knowledge Graph and Large Language Model for Metabolomics AAAI 2025

DialUp! Modeling the Language Continuum by Adapting Models to Dialects and Dialects to Models ACL 2025

Conditional Causal Representation Learning for Heterogeneous Single-cell RNA Data Integration and Prediction IJCAI 2025

Beyond Similarity: A Gradient-based Graph Method for Instruction Tuning Data Selection ACL 2025

FlexPose: Pose Distribution Adaptation with Limited Guidance AAAI 2025

Improving Automatic Evaluation of Large Language Models (LLMs) in Biomedical Relation Extraction via LLMs-as-the-Judge ACL 2025

Exploring the Application of 7B LLMs for Named Entity Recognition in Chinese Ancient Texts NAACL 2025

In-Context Learning on a Budget: A Case Study in Token Classification NAACL 2025

Leveraging Domain Knowledge at Inference Time for LLM Translation: Retrieval versus Generation NAACL 2025

HEAL: Hierarchical Embedding Alignment Loss for Improved Retrieval and Representation Learning NAACL 2025

Don’t stop pretraining! Efficiently building specialised language models in resource-constrained settings. NAACL 2025

Caption Generation in Cultural Heritage: Crowdsourced Data and Tuning Multimodal Large Language Models NAACL 2025

Encoder-Aware Sequence-Level Knowledge Distillation for Low-Resource Neural Machine Translation NAACL 2025

Limitations of Religious Data and the Importance of the Target Domain: Towards Machine Translation for Guinea-Bissau Creole NAACL 2025

MITRA-zh-eval: Using a Buddhist Chinese Language Evaluation Dataset to Assess Machine Translation and Evaluation Metrics NAACL 2025

Choose Your Words Wisely: Domain-adaptive Masking Makes Language Models Learn Faster NAACL 2025

Synthetic Lyrics Detection Across Languages and Genres NAACL 2025

Multi-BERT: Leveraging Adapters for Low-Resource Multi-Domain Adaptation NAACL 2025

DrIFT: Autonomous Drone Dataset with Integrated Real and Synthetic Data Flexible Views and Transformed Domains WACV 2025