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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
Improving BGE-M3 Multilingual Dense Embeddings for Nigerian Low Resource Languages
EMNLP 2025
DocHPLT: A Massively Multilingual Document-Level Translation Dataset
EMNLP 2025
Enhancing Multivariate Time-Series Domain Adaptation via Contrastive Frequency Graph Discovery and Language-Guided Adversary Alignment
AAAI 2025
Multi-to-Single: Reducing Multimodal Dependency in Emotion Recognition Through Contrastive Learning
AAAI 2025
Towards a Social Media-based Disease Surveillance System for Early Detection of Influenza-like Illnesses: A Twitter Case Study in Wales
NAACL 2025
FlowMalTrans: Unsupervised Binary Code Translation for Malware Detection Using Flow-Adapter Architecture
EMNLP 2025
GeoDANO: Geometric VLM with Domain Agnostic Vision Encoder
EMNLP 2025
MMA: Cross-Domain Knowledge Integration via Mixture of Multi-Domain Agents
EMNLP 2025
Mapping Smarter, Not Harder: A Test-Time Reinforcement Learning Agent That Improve Without Labels or Model Updates
EMNLP 2025
Improving Low-Resource Sequence Labeling with Knowledge Fusion and Contextual Label Explanations
EMNLP 2025
Fast, Not Fancy: Rethinking G2P with Rich Data and Statistical Models
EMNLP 2025
Feature Engineering is not Dead: A Step Towards State of the Art for Arabic Automated Essay Scoring
EMNLP 2025
Alleviating Performance Degradation Caused by Out-of-Distribution Issues in Embedding-Based Retrieval
EMNLP 2025
Differentiated Vision: Unveiling Entity-Specific Visual Modality Requirements for Multimodal Knowledge Graph
EMNLP 2025
One for Dozens: Adaptive REcommendation for All Domains with Counterfactual Augmentation
AAAI 2025
Choose Your Words Wisely: Domain-adaptive Masking Makes Language Models Learn Faster
NAACL 2025
LightPROF: A Lightweight Reasoning Framework for Large Language Model on Knowledge Graph
AAAI 2025
Rethinking LLM-Based Recommendations: A Personalized Query-Driven Parallel Integration
EMNLP 2025
Video Repurposing from User Generated Content: A Large-scale Dataset and Benchmark
AAAI 2025
Noise, Adaptation, and Strategy: Assessing LLM Fidelity in Decision-Making
EMNLP 2025
Drift-Adapter: A Practical Approach to Near Zero-Downtime Embedding Model Upgrades in Vector Databases
EMNLP 2025
Revolutionizing Encrypted Traffic Classification with MH-Net: A Multi-View Heterogeneous Graph Model
AAAI 2025
CSformer: Combining Channel Independence and Mixing for Robust Multivariate Time Series Forecasting
AAAI 2025
Knowledge-Guided Domain Adaptation Model for Transferring Drug Response Prediction from Cell Lines to Patients
AAAI 2025
UIC at ArchEHR-QA 2025: Tri-Step Pipeline for Reliable Grounded Medical Question Answering
ACL 2025
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