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Domain Adaptation
8656 directly classified papers
Papers per year
2003: 1
2004: 2
2006: 11
2007: 9
2008: 8
2009: 13
2010: 14
2011: 16
2012: 16
2013: 44
2014: 32
2015: 44
2016: 126
2017: 203
2018: 378
2019: 662
2020: 726
2021: 1006
2022: 964
2023: 1217
2024: 1326
2025: 1387
2026: 451
Papers
No Size Fits All: The Perils and Pitfalls of Leveraging LLMs Vary with Company Size
COLING 2025
MULTIGUARD: An Efficient Approach for AI Safety Moderation Across Languages and Modalities
EMNLP 2025
Efficient Vocabulary Reduction for Small Language Models
COLING 2025
Bridging the Bandwidth Gap: A Mixed Band Telephonic Urdu ASR Approach with Domain Adaptation for Banking Applications
COLING 2025
GraphRAG Analysis for Financial Narrative Summarization and A Framework for Optimizing Domain Adaptation
COLING 2025
Steering Guidance for Personalized Text-to-Image Diffusion Models
ICCV 2025
Cross-table Synthetic Tabular Data Detection
COLING 2025
Random at GenAI Detection Task 3: A Hybrid Approach to Cross-Domain Detection of Machine-Generated Text with Adversarial Attack Mitigation
COLING 2025
Bilingual BSARD: Extending Statutory Article Retrieval to Dutch
COLING 2025
MST-R: Multi-Stage Tuning for Retrieval Systems and Metric Evaluation
COLING 2025
Adapting Whisper for Regional Dialects: Enhancing Public Services for Vulnerable Populations in the United Kingdom
COLING 2025
ProMALex: Progressive Modular Adapters for Multi-Jurisdictional Legal Language Modeling
ACL 2025
Hybrid-TTA: Continual Test-time Adaptation via Dynamic Domain Shift Detection
ICCV 2025
Look Both Ways and No Sink: Converting LLMs into Text Encoders without Training
ACL 2025
Modality-Independent Graph Neural Networks with Global Transformers for Multimodal Recommendation
AAAI 2025
Asclepius: A Spectrum Evaluation Benchmark for Medical Multi-Modal Large Language Models
ACL 2025
Low-Biased General Annotated Dataset Generation
CVPR 2025
Exploring Weather-aware Aggregation and Adaptation for Semantic Segmentation under Adverse Conditions
ICCV 2025
Light Transport-aware Diffusion Posterior Sampling for Single-View Reconstruction of 3D Volumes
CVPR 2025
Drift-Adapter: A Practical Approach to Near Zero-Downtime Embedding Model Upgrades in Vector Databases
EMNLP 2025
Latent Drifting in Diffusion Models for Counterfactual Medical Image Synthesis
CVPR 2025
Language Fusion for Parameter-Efficient Cross-lingual Transfer
ACL 2025
FoundIR: Unleashing Million-scale Training Data to Advance Foundation Models for Image Restoration
ICCV 2025
Advancing SMoE for Continuous Domain Adaptation of MLLMs: Adaptive Router and Domain-Specific Loss
ACL 2025
CodeArena: Evaluating and Aligning CodeLLMs on Human Preference
EMNLP 2025
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