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Machine Learning
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Application Areas
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Domain Adaptation
8,656 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
Domain Invariant Learning for Gaussian Processes and Bayesian Exploration
AAAI 2024
Confusing Pair Correction Based on Category Prototype for Domain Adaptation under Noisy Environments
AAAI 2024
Cycle Self-Refinement for Multi-Source Domain Adaptation
AAAI 2024
Contrastive Balancing Representation Learning for Heterogeneous Dose-Response Curves Estimation
AAAI 2024
Unsupervised Layer-Wise Score Aggregation for Textual OOD Detection
AAAI 2024
AdaCCD: Adaptive Semantic Contrasts Discovery Based Cross Lingual Adaptation for Code Clone Detection
AAAI 2024
Combining Multiple Supervision for Robust Zero-Shot Dense Retrieval
AAAI 2024
DA-Net: A Disentangled and Adaptive Network for Multi-Source Cross-Lingual Transfer Learning
AAAI 2024
MolTailor: Tailoring Chemical Molecular Representation to Specific Tasks via Text Prompts
AAAI 2024
Decoupling Representation and Knowledge for Few-Shot Intent Classification and Slot Filling
AAAI 2024
Three Heads Are Better than One: Improving Cross-Domain NER with Progressive Decomposed Network
AAAI 2024
Uncovering and Mitigating the Hidden Chasm: A Study on the Text-Text Domain Gap in Euphemism Identification
AAAI 2024
Response Enhanced Semi-supervised Dialogue Query Generation
AAAI 2024
On Unsupervised Domain Adaptation: Pseudo Label Guided Mixup for Adversarial Prompt Tuning
AAAI 2024
Frequency Spectrum Is More Effective for Multimodal Representation and Fusion: A Multimodal Spectrum Rumor Detector
AAAI 2024
Seed-Guided Fine-Grained Entity Typing in Science and Engineering Domains
AAAI 2024
Efficient Constrained K-center Clustering with Background Knowledge
AAAI 2024
Can LLM Replace Stack Overflow? A Study on Robustness and Reliability of Large Language Model Code Generation
AAAI 2024
Early Detection of Extreme Storm Tide Events Using Multimodal Data Processing
AAAI 2024
From Artificially Real to Real: Leveraging Pseudo Data from Large Language Models for Low-Resource Molecule Discovery
AAAI 2024
Fair Graph Learning Using Constraint-Aware Priority Adjustment and Graph Masking in River Networks
AAAI 2024
Combining Deep Learning and Street View Imagery to Map Smallholder Crop Types
AAAI 2024
AutoLTS: Automating Cycling Stress Assessment via Contrastive Learning and Spatial Post-processing
AAAI 2024
SimFair: Physics-Guided Fairness-Aware Learning with Simulation Models
AAAI 2024
Towards Automatic Boundary Detection for Human-AI Collaborative Hybrid Essay in Education
AAAI 2024
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