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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
Learning Transition Patterns by Large Language Models for Sequential Recommendation
COLING 2025
Controlling Out-of-Domain Gaps in LLMs for Genre Classification and Generated Text Detection
COLING 2025
Exploiting Diffusion Prior for Real-World Image Dehazing with Unpaired Training
AAAI 2025
CapArena: Benchmarking and Analyzing Detailed Image Captioning in the LLM Era
ACL 2025
Adapting Large Language Models for Character-based Augmentative and Alternative Communication
EMNLP 2025
Towards a Social Media-based Disease Surveillance System for Early Detection of Influenza-like Illnesses: A Twitter Case Study in Wales
NAACL 2025
Choose Your Words Wisely: Domain-adaptive Masking Makes Language Models Learn Faster
NAACL 2025
Multi-BERT: Leveraging Adapters for Low-Resource Multi-Domain Adaptation
NAACL 2025
Preserving Cultural Identity with Context-Aware Translation Through Multi-Agent AI Systems
NAACL 2025
Beyond Cairo: Sa’idi Egyptian Arabic Literary Corpus Construction and Analysis
NAACL 2025
InstructMol: Multi-Modal Integration for Building a Versatile and Reliable Molecular Assistant in Drug Discovery
COLING 2025
AdminSet and AdminBERT: a Dataset and a Pre-trained Language Model to Explore the Unstructured Maze of French Administrative Documents
COLING 2025
AI Writing Assistants in Tanzanian Universities: Adoption Trends, Challenges, and Opportunities
NAACL 2025
Modeling Chinese L2 Writing Development: The LLM-Surprisal Perspective
NAACL 2025
Does Training on Synthetic Data Make Models Less Robust?
NAACL 2025
UCL-Bench: A Chinese User-Centric Legal Benchmark for Large Language Models
NAACL 2025
Don’t stop pretraining! Efficiently building specialised language models in resource-constrained settings.
NAACL 2025
MCS-SQL: Leveraging Multiple Prompts and Multiple-Choice Selection For Text-to-SQL Generation
COLING 2025
Enhancing Reranking for Recommendation with LLMs through User Preference Retrieval
COLING 2025
Test-Time Training on Video Streams
JMLR 2025
VarCMP: Adapting Cross-Modal Pre-Training Models for Video Anomaly Retrieval
AAAI 2025
Transfer Learning in Financial Time Series with Gramian Angular Field (Student Abstract)
AAAI 2025
Efficient and Robust Transfer Learning of Optimal Individualized Treatment Regimes with Right-Censored Survival Data
JMLR 2025
ClimSim-Online: A Large Multi-Scale Dataset and Framework for Hybrid Physics-ML Climate Emulation
JMLR 2025
Reasoning-Enhanced Retrieval for Misconception Prediction: A RAG-Inspired Approach with LLMs
IJCNLP 2025
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