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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
Task-Specific Preconditioner for Cross-Domain Few-Shot Learning
AAAI 2025
Battling the Non-stationarity in Time Series Forecasting via Test-time Adaptation
AAAI 2025
Self-calibration Enhanced Whole Slide Pathology Image Analysis
IJCAI 2025
Multimodal Prior Learning with Double Constraint Alignment for Snapshot Spectral Compressive Imaging
IJCAI 2025
PALA: Class-imbalanced Graph Domain Adaptation via Prototype-anchored Learning and Alignment
IJCAI 2025
Distribution-Aware Online Learning for Urban Spatiotemporal Forecasting on Streaming Data
IJCAI 2025
Where and When: Predict Next POI and Its Explicit Timestamp in Sequential Recommendation
IJCAI 2025
ActiveHAI: Active Collection Based Human-AI Diagnosis with Limited Expert Predictions
IJCAI 2025
One-step Label Shift Adaptation via Robust Weight Estimation
IJCAI 2025
Gaze Label Alignment: Alleviating Domain Shift for Gaze Estimation
AAAI 2025
Few-Shot Domain Adaptation for Learned Image Compression
AAAI 2025
Fully Test-Time Adaptation for Feature Decrement in Tabular Data
IJCAI 2025
Jailbreaking the Non-Transferable Barrier via Test-Time Data Disguising
CVPR 2025
UMFN: Unified Multi-Domain Face Normalization for Joint Cross-domain Prototype Learning and Heterogeneous Face Recognition
CVPR 2025
NightAdapter: Learning a Frequency Adapter for Generalizable Night-time Scene Segmentation
CVPR 2025
Extending Foundational Monocular Depth Estimators to Fisheye Cameras with Calibration Tokens
ICCV 2025
Adversarial Robustness of Discriminative Self-Supervised Learning in Vision
ICCV 2025
Both Supply and Precision: Sample Debias and Ranking Consistency Joint Learning for Large Scale Pre-Ranking System
AAAI 2025
Seeing Beyond Noise: Joint Graph Structure Evaluation and Denoising for Multimodal Recommendation
AAAI 2025
Graph-Based Cross-Domain Knowledge Distillation for Cross-Dataset Text-to-Image Person Retrieval
AAAI 2025
Bridge Then Begin Anew: Generating Target-Relevant Intermediate Model for Source-Free Visual Emotion Adaptation
AAAI 2025
FAMNet: Frequency-aware Matching Network for Cross-domain Few-shot Medical Image Segmentation
AAAI 2025
Weakly Supervised Gland Segmentation with Class Semantic Consistency and Purified Labels Filtration
AAAI 2025
A Unified Degradation-Robust Approach to SSL and UDA for 3D Medical Images
AAAI 2025
Prominent Roles of Conditionally Invariant Components in Domain Adaptation: Theory and Algorithms
JMLR 2025
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